Pricing | Vertex AI | Google Cloud

<!doctype html> <html lang="en" dir="ltr"> <head> <meta name="google-signin-client-id" content="721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com"> <meta name="google-signin-scope" content="profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/webhistory"> <meta property="og:site_name" content="Google Cloud"> <meta property="og:type" content="website"><meta name="theme-color" content="#039be5"><meta charset="utf-8"> <meta content="IE=Edge" http-equiv="X-UA-Compatible"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link rel="manifest" href="/_pwa/cloud/manifest.json" crossorigin="use-credentials"> <link rel="preconnect" href="//www.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.googleapis.com" crossorigin> <link rel="preconnect" href="//apis.google.com" crossorigin> <link rel="preconnect" href="//www.google-analytics.com" crossorigin><link rel="stylesheet" href="//fonts.googleapis.com/css?family=Google+Sans:400,500,700|Google+Sans+Text:400,400italic,500,500italic,700,700italic|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap"> <link rel="stylesheet" href="//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block"><link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/css/app.css"> <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/favicons/onecloud/favicon.ico"> <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/favicons/onecloud/super_cloud.png"><link rel="canonical" href="https://cloud.google.com/vertex-ai/pricing"><link rel="search" type="application/opensearchdescription+xml" title="Google Cloud" href="https://cloud.google.com/s/opensearch.xml"> <link rel="alternate" hreflang="en" href="https://cloud.google.com/vertex-ai/pricing" /><link rel="alternate" hreflang="x-default" href="https://cloud.google.com/vertex-ai/pricing" /><link rel="alternate" hreflang="zh-Hans" href="https://cloud.google.com/vertex-ai/pricing?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant" href="https://cloud.google.com/vertex-ai/pricing?hl=zh-tw" /><link rel="alternate" hreflang="fr" href="https://cloud.google.com/vertex-ai/pricing?hl=fr" /><link rel="alternate" hreflang="de" href="https://cloud.google.com/vertex-ai/pricing?hl=de" /><link rel="alternate" hreflang="id" href="https://cloud.google.com/vertex-ai/pricing?hl=id" /><link rel="alternate" hreflang="it" href="https://cloud.google.com/vertex-ai/pricing?hl=it" /><link rel="alternate" hreflang="ja" href="https://cloud.google.com/vertex-ai/pricing?hl=ja" /><link rel="alternate" hreflang="ko" href="https://cloud.google.com/vertex-ai/pricing?hl=ko" /><link rel="alternate" hreflang="pt-BR" href="https://cloud.google.com/vertex-ai/pricing?hl=pt-br" /><link rel="alternate" hreflang="es" href="https://cloud.google.com/vertex-ai/pricing?hl=es" /><link rel="alternate" hreflang="es-419" href="https://cloud.google.com/vertex-ai/pricing?hl=es-419" /><title>Pricing  |  Vertex AI  |  Google Cloud</title> <meta property="og:title" content="Pricing  |  Vertex AI  |  Google Cloud"><meta name="description" content="Review pricing information for Vertex AI"> <meta property="og:description" content="Review pricing information for Vertex AI"><meta property="og:url" content="https://cloud.google.com/vertex-ai/pricing"><meta property="og:image" content="https://cloud.google.com/_static/cloud/images/social-icon-google-cloud-1200-630.png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="630"><meta property="og:locale" content="en"><meta name="twitter:card" content="summary_large_image"><script type="application/ld+json"> { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [{ "@type": "ListItem", "position": 1, "name": "Vertex AI", "item": "https://cloud.google.com/vertex-ai" },{ "@type": "ListItem", "position": 2, "name": "Documentation", "item": "https://cloud.google.com/vertex-ai/docs" },{ "@type": "ListItem", "position": 3, "name": "Pricing", "item": "https://cloud.google.com/vertex-ai/pricing" }] } </script> . <link href="https://ajax.googleapis.com/ajax/libs/angular_material/1.1.1/angular-material.min.css" rel="stylesheet" data-page-link> <link rel="stylesheet" href="/extras.css"></head> <body class="" template="page" theme="cloud-theme" type="pricing" layout="full" free-trial pending> <devsite-progress type="indeterminate" id="app-progress"></devsite-progress> <a href="#main-content" class="skip-link button"> Skip to main content </a> <section class="devsite-wrapper"> <devsite-cookie-notification-bar></devsite-cookie-notification-bar><cloudx-track userCountry="SG"></cloudx-track> <cloudx-utils-init></cloudx-utils-init> <devsite-header keep-tabs-visible> <div class="devsite-header--inner" data-nosnippet> <div class="devsite-top-logo-row-wrapper-wrapper"> <div class="devsite-top-logo-row-wrapper"> <div class="devsite-top-logo-row"> <button type="button" id="devsite-hamburger-menu" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Navigation menu button" visually-hidden aria-label="Open menu"> </button> <div class="devsite-product-name-wrapper"> <a href="/" class="devsite-site-logo-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Site logo" track-type="globalNav" track-name="googleCloud" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/cloud-logo.svg" class="devsite-site-logo" alt="Google Cloud"> </picture> </a> <span class="devsite-product-name"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item devsite-has-google-wordmark"> </li> </ul> </span> </div> <div class="devsite-top-logo-row-middle"> <div class="devsite-header-upper-tabs"> <cloudx-tabs-nav class="upper-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Upper tabs"> <tab class="devsite-dropdown devsite-dropdown-full devsite-clickable "> <a href="https://cloud.google.com/why-google-cloud" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/why-google-cloud" track-type="nav" track-metadata-position="nav - overview" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Overview" track-name="overview" > Overview </a> <button aria-haspopup="menu" aria-expanded="false" aria-label="Dropdown menu for Overview" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/why-google-cloud" track-metadata-position="nav - overview" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Overview" track-name="overview" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></button> <div class="devsite-tabs-dropdown" role="menu" aria-label="submenu" hidden> <button class="devsite-tabs-close-button material-icons button-flat gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close dropdown menu" aria-label="Close dropdown menu" track-type="nav" track-name="close" track-metadata-eventdetail="#" track-metadata-position="nav - overview" track-metadata-module="tertiary nav">close</button> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column cloud-nav-menu-why-google cloud-nav-border-right"> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type1 cloud-dropdown-secondary cloud-dropdown--cta-container"> <li class="devsite-nav-title" role="heading" tooltip>Accelerate your digital transformation</li> <li class="devsite-nav-description">Whether your business is early in its journey or well on its way to digital transformation, Google Cloud can help solve your toughest challenges.</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/transform" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/transform" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="accelerate your digital transformation" tooltip track-name="learn more" > <div class="devsite-nav-item-title"> Learn more </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2"> <li class="devsite-nav-title" role="heading" tooltip>Key benefits</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/why-google-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/why-google-cloud" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="key benefits" tooltip track-name="why google cloud" > <div class="devsite-nav-item-title"> Why Google Cloud </div> <div class="devsite-nav-item-description"> Top reasons businesses choose us. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/ai" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="key benefits" tooltip track-name="ai and ml" > <div class="devsite-nav-item-title"> AI and ML </div> <div class="devsite-nav-item-description"> Get enterprise-ready AI. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/multicloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/multicloud" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="key benefits" tooltip track-name="multicloud" > <div class="devsite-nav-item-title"> Multicloud </div> <div class="devsite-nav-item-description"> Run your apps wherever you need them. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/infrastructure" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/infrastructure" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="key benefits" tooltip track-name="global infrastructure" > <div class="devsite-nav-item-title"> Global infrastructure </div> <div class="devsite-nav-item-description"> Build on the same infrastructure as Google. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column cloud-nav-border-right"> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2 cloud-dropdown-noheading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/data-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/data-cloud" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" tooltip track-name="data cloud" > <div class="devsite-nav-item-title"> Data Cloud </div> <div class="devsite-nav-item-description"> Make smarter decisions with unified data. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/modern-infrastructure" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/modern-infrastructure" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" tooltip track-name="modern infrastructure cloud" > <div class="devsite-nav-item-title"> Modern Infrastructure Cloud </div> <div class="devsite-nav-item-description"> Next generation of cloud infrastructure. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" tooltip track-name="security" > <div class="devsite-nav-item-title"> Security </div> <div class="devsite-nav-item-description"> Protect your users, data, and apps. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com" track-type="nav" track-metadata-eventdetail="https://workspace.google.com" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" tooltip track-name="productivity and collaboration" target="_blank" > <div class="devsite-nav-item-title"> Productivity and collaboration </div> <div class="devsite-nav-item-description"> Connect your teams with AI-powered apps. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2"> <li class="devsite-nav-title" role="heading" tooltip>Reports and insights</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/executive-insights" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/executive-insights" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="reports and insights" tooltip track-name="executive insights" > <div class="devsite-nav-item-title"> Executive insights </div> <div class="devsite-nav-item-description"> Curated C-suite perspectives. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/analyst-reports" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/analyst-reports" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="reports and insights" tooltip track-name="analyst reports" > <div class="devsite-nav-item-title"> Analyst reports </div> <div class="devsite-nav-item-description"> Read what industry analysts say about us. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/whitepapers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/whitepapers" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="reports and insights" tooltip track-name="whitepapers" > <div class="devsite-nav-item-title"> Whitepapers </div> <div class="devsite-nav-item-description"> Browse and download popular whitepapers. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/customers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/customers" track-metadata-position="nav - overview" track-metadata-module="tertiary nav" track-metadata-module_headline="reports and insights" tooltip track-name="customer stories" > <div class="devsite-nav-item-title"> Customer stories </div> <div class="devsite-nav-item-description"> Explore case studies and videos. </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown devsite-dropdown-full devsite-clickable devsite-generated-tab-menu"> <a href="https://cloud.google.com/solutions" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/solutions" track-type="nav" track-metadata-position="nav - solutions" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Solutions" track-name="solutions" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > Solutions </a> <button aria-haspopup="menu" aria-expanded="false" aria-label="Dropdown menu for Solutions" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions" track-metadata-position="nav - solutions" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Solutions" track-name="solutions" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></button> <div class="devsite-tabs-dropdown" role="menu" aria-label="submenu" hidden> <button class="devsite-tabs-close-button material-icons button-flat gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close dropdown menu" aria-label="Close dropdown menu" track-type="nav" track-name="close" track-metadata-eventdetail="#" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav">close</button> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions#industry-solutions" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions#industry-solutions" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="industry solutions" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Industry Solutions </div> <div class="devsite-nav-item-description"> Reduce cost, increase operational agility, and capture new market opportunities. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/retail" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/retail" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="retail" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/retail.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/retail.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Retail </div> <div class="devsite-nav-item-description"> Analytics and collaboration tools for the retail value chain. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/cpg" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/cpg" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="consumer packaged goods" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/cpg.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/cpg.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Consumer Packaged Goods </div> <div class="devsite-nav-item-description"> Solutions for CPG digital transformation and brand growth. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/financial-services" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/financial-services" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="financial services" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/finance.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/finance.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Financial Services </div> <div class="devsite-nav-item-description"> Computing, data management, and analytics tools for financial services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/healthcare-life-sciences" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/healthcare-life-sciences" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="healthcare and life sciences" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/hcls.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/hcls.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Healthcare and Life Sciences </div> <div class="devsite-nav-item-description"> Advance research at scale and empower healthcare innovation. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/media-entertainment" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/media-entertainment" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="media and entertainment" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/media.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/media.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Media and Entertainment </div> <div class="devsite-nav-item-description"> Solutions for content production and distribution operations. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/telecommunications" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/telecommunications" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="telecommunications" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/telecommunications.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/telecommunications.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Telecommunications </div> <div class="devsite-nav-item-description"> Hybrid and multi-cloud services to deploy and monetize 5G. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/games" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/games" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="games" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/gaming.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/gaming.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Games </div> <div class="devsite-nav-item-description"> AI-driven solutions to build and scale games faster. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/manufacturing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/manufacturing" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="manufacturing" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/manufacturing.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/manufacturing.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Manufacturing </div> <div class="devsite-nav-item-description"> Migration and AI tools to optimize the manufacturing value chain. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/supply-chain-logistics" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/supply-chain-logistics" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="supply chain and logistics" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/supply-chain.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/supply-chain.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Supply Chain and Logistics </div> <div class="devsite-nav-item-description"> Enable sustainable, efficient, and resilient data-driven operations across supply chain and logistics operations. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/gov" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/gov" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="government" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/government.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/government.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Government </div> <div class="devsite-nav-item-description"> Data storage, AI, and analytics solutions for government agencies. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/edu/higher-education" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/edu/higher-education" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="education" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/icon-sprite.svg#education" srcset=" https://www.gstatic.com/cloud/images/navigation/icon-sprite.svg#education" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Education </div> <div class="devsite-nav-item-description"> Teaching tools to provide more engaging learning experiences. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions#industry-solutions" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions#industry-solutions" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="see all industry solutions" > <div class="devsite-nav-item-title"> See all industry solutions </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border dropdown-tabbed-menu-button-target hidden"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="see all solutions" > <div class="devsite-nav-item-title"> See all solutions </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/camp" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/camp" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="application modernization" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Application Modernization </div> <div class="devsite-nav-item-description"> Assess, plan, implement, and measure software practices and capabilities to modernize and simplify your organization’s business application portfolios. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/camp" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/camp" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="camp" > <div class="devsite-nav-item-title"> CAMP </div> <div class="devsite-nav-item-description"> Program that uses DORA to improve your software delivery capabilities. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/modernize-traditional-applications" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/modernize-traditional-applications" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="modernize traditional applications" > <div class="devsite-nav-item-title"> Modernize Traditional Applications </div> <div class="devsite-nav-item-description"> Analyze, categorize, and get started with cloud migration on traditional workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/migrate-from-paas" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/migrate-from-paas" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="migrate from paas cloud foundry, openshift" > <div class="devsite-nav-item-title"> Migrate from PaaS: Cloud Foundry, Openshift </div> <div class="devsite-nav-item-description"> Tools for moving your existing containers into Google's managed container services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/mainframe-modernization" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/mainframe-modernization" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="migrate from mainframe" > <div class="devsite-nav-item-title"> Migrate from Mainframe </div> <div class="devsite-nav-item-description"> Automated tools and prescriptive guidance for moving your mainframe apps to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/software-delivery" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/software-delivery" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="modernize software delivery" > <div class="devsite-nav-item-title"> Modernize Software Delivery </div> <div class="devsite-nav-item-description"> Software supply chain best practices - innerloop productivity, CI/CD and S3C. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/devops" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/devops" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="devops best practices" > <div class="devsite-nav-item-title"> DevOps Best Practices </div> <div class="devsite-nav-item-description"> Processes and resources for implementing DevOps in your org. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sre" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sre" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="sre principles" > <div class="devsite-nav-item-title"> SRE Principles </div> <div class="devsite-nav-item-description"> Tools and resources for adopting SRE in your org. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/day-2-operations-for-gke" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/day-2-operations-for-gke" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="day 2 operations for gke" > <div class="devsite-nav-item-title"> Day 2 Operations for GKE </div> <div class="devsite-nav-item-description"> Tools and guidance for effective GKE management and monitoring. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/finops-optimize-gke" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/finops-optimize-gke" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="finops and optimization of gke" > <div class="devsite-nav-item-title"> FinOps and Optimization of GKE </div> <div class="devsite-nav-item-description"> Best practices for running reliable, performant, and cost effective applications on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/modernize-with-edge" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/modernize-with-edge" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="run applications at the edge" > <div class="devsite-nav-item-title"> Run Applications at the Edge </div> <div class="devsite-nav-item-description"> Guidance for localized and low latency apps on Google’s hardware agnostic edge solution. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/architect-multicloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/architect-multicloud" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="architect for multicloud" > <div class="devsite-nav-item-title"> Architect for Multicloud </div> <div class="devsite-nav-item-description"> Manage workloads across multiple clouds with a consistent platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/serverless" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/serverless" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="go serverless" > <div class="devsite-nav-item-title"> Go Serverless </div> <div class="devsite-nav-item-description"> Fully managed environment for developing, deploying and scaling apps. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/ai" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="artificial intelligence" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Artificial Intelligence </div> <div class="devsite-nav-item-description"> Add intelligence and efficiency to your business with AI and machine learning. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/customer-engagement-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/customer-engagement-ai" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="customer engagement suite with google ai" > <div class="devsite-nav-item-title"> Customer Engagement Suite with Google AI </div> <div class="devsite-nav-item-description"> End-to-end application that combines our most advanced conversational AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/document-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/document-ai" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="document ai" > <div class="devsite-nav-item-title"> Document AI </div> <div class="devsite-nav-item-description"> Document processing and data capture automated at scale. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/retail-product-discovery" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/retail-product-discovery" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="vertex ai search for retail" > <div class="devsite-nav-item-title"> Vertex AI Search for retail </div> <div class="devsite-nav-item-description"> Google-quality search and product recommendations for retailers. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/gemini" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/gemini" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="gemini for google cloud" > <div class="devsite-nav-item-title"> Gemini for Google Cloud </div> <div class="devsite-nav-item-description"> AI assistants for application development, coding, and more. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/use-cases/generative-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/use-cases/generative-ai" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="generative ai on google cloud" > <div class="devsite-nav-item-title"> Generative AI on Google Cloud </div> <div class="devsite-nav-item-description"> Transform content creation and discovery, research, customer service, and developer efficiency with the power of generative AI. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/apis-and-applications" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/apis-and-applications" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="apis and applications" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> APIs and Applications </div> <div class="devsite-nav-item-description"> Speed up the pace of innovation without coding, using APIs, apps, and automation. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/new-channels-using-apis" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/new-channels-using-apis" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="new business channels using apis" > <div class="devsite-nav-item-title"> New Business Channels Using APIs </div> <div class="devsite-nav-item-description"> Attract and empower an ecosystem of developers and partners. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/unlocking-legacy-applications" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/unlocking-legacy-applications" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="unlocking legacy applications using apis" > <div class="devsite-nav-item-title"> Unlocking Legacy Applications Using APIs </div> <div class="devsite-nav-item-description"> Cloud services for extending and modernizing legacy apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/open-banking-apix" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/open-banking-apix" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="open banking apix" > <div class="devsite-nav-item-title"> Open Banking APIx </div> <div class="devsite-nav-item-description"> Simplify and accelerate secure delivery of open banking compliant APIs. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/data-analytics-and-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/data-analytics-and-ai" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="data analytics" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Data Analytics </div> <div class="devsite-nav-item-description"> Generate instant insights from data at any scale with a serverless, fully managed analytics platform that significantly simplifies analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/data-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/data-migration" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="data migration" > <div class="devsite-nav-item-title"> Data Migration </div> <div class="devsite-nav-item-description"> Migrate and modernize with an AI-ready data platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/data-lake" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/data-lake" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="data lake modernization" > <div class="devsite-nav-item-title"> Data Lake Modernization </div> <div class="devsite-nav-item-description"> Services for building and modernizing your data lake. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/stream-analytics" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/stream-analytics" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="stream analytics" > <div class="devsite-nav-item-title"> Stream Analytics </div> <div class="devsite-nav-item-description"> Insights from ingesting, processing, and analyzing event streams. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/marketing-analytics" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/marketing-analytics" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="marketing analytics" > <div class="devsite-nav-item-title"> Marketing Analytics </div> <div class="devsite-nav-item-description"> Solutions for collecting, analyzing, and activating customer data. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/datasets" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/datasets" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="datasets" > <div class="devsite-nav-item-title"> Datasets </div> <div class="devsite-nav-item-description"> Data from Google, public, and commercial providers to enrich your analytics and AI initiatives. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/business-intelligence" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/business-intelligence" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="business intelligence" > <div class="devsite-nav-item-title"> Business Intelligence </div> <div class="devsite-nav-item-description"> Solutions for modernizing your BI stack and creating rich data experiences. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/use-cases/ai-data-analytics" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/use-cases/ai-data-analytics" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="ai for data analytics" > <div class="devsite-nav-item-title"> AI for Data Analytics </div> <div class="devsite-nav-item-description"> Write SQL, build predictive models, and visualize data with AI for data analytics. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/databases" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/databases" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="databases" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Databases </div> <div class="devsite-nav-item-description"> Migrate and manage enterprise data with security, reliability, high availability, and fully managed data services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/database-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/database-migration" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="database migration" > <div class="devsite-nav-item-title"> Database Migration </div> <div class="devsite-nav-item-description"> Guides and tools to simplify your database migration life cycle. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/database-modernization" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/database-modernization" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="database modernization" > <div class="devsite-nav-item-title"> Database Modernization </div> <div class="devsite-nav-item-description"> Upgrades to modernize your operational database infrastructure. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/databases/games" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/databases/games" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="databases for games" > <div class="devsite-nav-item-title"> Databases for Games </div> <div class="devsite-nav-item-description"> Build global, live games with Google Cloud databases. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/databases" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/databases" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="google cloud databases" > <div class="devsite-nav-item-title"> Google Cloud Databases </div> <div class="devsite-nav-item-description"> Database services to migrate, manage, and modernize data. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/oracle" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/oracle" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="migrate oracle workloads to google cloud" > <div class="devsite-nav-item-title"> Migrate Oracle workloads to Google Cloud </div> <div class="devsite-nav-item-description"> Rehost, replatform, rewrite your Oracle workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/open-source-databases" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/open-source-databases" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="open source databases" > <div class="devsite-nav-item-title"> Open Source Databases </div> <div class="devsite-nav-item-description"> Fully managed open source databases with enterprise-grade support. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sql-server" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sql-server" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="sql server on google cloud" > <div class="devsite-nav-item-title"> SQL Server on Google Cloud </div> <div class="devsite-nav-item-description"> Options for running SQL Server virtual machines on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/gemini/databases" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/gemini/databases" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="gemini for databases" > <div class="devsite-nav-item-title"> Gemini for Databases </div> <div class="devsite-nav-item-description"> Supercharge database development and management with AI. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/infrastructure-modernization" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/infrastructure-modernization" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="infrastructure modernization" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Infrastructure Modernization </div> <div class="devsite-nav-item-description"> Migrate quickly with solutions for SAP, VMware, Windows, Oracle, and other workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/application-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/application-migration" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="application migration" > <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> Discovery and analysis tools for moving to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/sap" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/sap" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="sap on google cloud" > <div class="devsite-nav-item-title"> SAP on Google Cloud </div> <div class="devsite-nav-item-description"> Certifications for running SAP applications and SAP HANA. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/hpc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/hpc" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="high performance computing" > <div class="devsite-nav-item-title"> High Performance Computing </div> <div class="devsite-nav-item-description"> Compute, storage, and networking options to support any workload. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/windows" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/windows" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="windows on google cloud" > <div class="devsite-nav-item-title"> Windows on Google Cloud </div> <div class="devsite-nav-item-description"> Tools and partners for running Windows workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/data-center-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/data-center-migration" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="data center migration" > <div class="devsite-nav-item-title"> Data Center Migration </div> <div class="devsite-nav-item-description"> Migration solutions for VMs, apps, databases, and more. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/active-assist" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/active-assist" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="active assist" > <div class="devsite-nav-item-title"> Active Assist </div> <div class="devsite-nav-item-description"> Automatic cloud resource optimization and increased security. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/virtual-desktops" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/virtual-desktops" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="virtual desktops" > <div class="devsite-nav-item-title"> Virtual Desktops </div> <div class="devsite-nav-item-description"> Remote work solutions for desktops and applications (VDI & DaaS). </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/cloud-migration-program" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/cloud-migration-program" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="rapid migration and modernization program" > <div class="devsite-nav-item-title"> Rapid Migration and Modernization Program </div> <div class="devsite-nav-item-description"> End-to-end migration program to simplify your path to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/backup-dr" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/backup-dr" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="backup and disaster recovery" > <div class="devsite-nav-item-title"> Backup and Disaster Recovery </div> <div class="devsite-nav-item-description"> Ensure your business continuity needs are met. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/redhat" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/redhat" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="red hat on google cloud" > <div class="devsite-nav-item-title"> Red Hat on Google Cloud </div> <div class="devsite-nav-item-description"> Google and Red Hat provide an enterprise-grade platform for traditional on-prem and custom applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/cross-cloud-network" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/cross-cloud-network" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="cross-cloud network" > <div class="devsite-nav-item-title"> Cross-Cloud Network </div> <div class="devsite-nav-item-description"> Simplify hybrid and multicloud networking, and secure your workloads, data, and users. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/observability" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/observability" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="observability" > <div class="devsite-nav-item-title"> Observability </div> <div class="devsite-nav-item-description"> Monitor, troubleshoot, and improve app performance with end-to-end visibility. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://workspace.google.com/enterprise/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/enterprise/" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip target="_blank" track-name="productivity and collaboration" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Productivity and Collaboration </div> <div class="devsite-nav-item-description"> Change the way teams work with solutions designed for humans and built for impact. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="google workspace" target="_blank" > <div class="devsite-nav-item-title"> Google Workspace </div> <div class="devsite-nav-item-description"> Collaboration and productivity tools for enterprises. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://workspace.google.com/essentials/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/essentials/" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip target="_blank" track-name="google workspace essentials" > <div class="devsite-nav-item-title"> Google Workspace Essentials </div> <div class="devsite-nav-item-description"> Secure video meetings and modern collaboration for teams. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/identity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/identity" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="cloud identity" > <div class="devsite-nav-item-title"> Cloud Identity </div> <div class="devsite-nav-item-description"> Unified platform for IT admins to manage user devices and apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google" track-type="nav" track-metadata-eventdetail="https://chromeenterprise.google" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="chrome enterprise" target="_blank" > <div class="devsite-nav-item-title"> Chrome Enterprise </div> <div class="devsite-nav-item-description"> ChromeOS, Chrome Browser, and Chrome devices built for business. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/security" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/security" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="security" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Security </div> <div class="devsite-nav-item-description"> Detect, investigate, and respond to online threats to help protect your business. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/security-analytics-and-operations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/security-analytics-and-operations" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="security analytics and operations" > <div class="devsite-nav-item-title"> Security Analytics and Operations </div> <div class="devsite-nav-item-description"> Solution for analyzing petabytes of security telemetry. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/solutions/web-app-and-api-protection" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/solutions/web-app-and-api-protection" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="web app and api protection" > <div class="devsite-nav-item-title"> Web App and API Protection </div> <div class="devsite-nav-item-description"> Threat and fraud protection for your web applications and APIs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/solutions/security-and-resilience" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/solutions/security-and-resilience" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="security and resilience framework" > <div class="devsite-nav-item-title"> Security and Resilience Framework </div> <div class="devsite-nav-item-description"> Solutions for each phase of the security and resilience life cycle. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/risk-and-compliance-as-code" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/risk-and-compliance-as-code" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="risk and compliance as code (rcac)" > <div class="devsite-nav-item-title"> Risk and compliance as code (RCaC) </div> <div class="devsite-nav-item-description"> Solution to modernize your governance, risk, and compliance function with automation. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/solutions/software-supply-chain-security" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/solutions/software-supply-chain-security" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="software supply chain security" > <div class="devsite-nav-item-title"> Software Supply Chain Security </div> <div class="devsite-nav-item-description"> Solution for improving end-to-end software supply chain security. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/solutions/security-foundation" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/solutions/security-foundation" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="security foundation" > <div class="devsite-nav-item-title"> Security Foundation </div> <div class="devsite-nav-item-description"> Recommended products to help achieve a strong security posture. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/solutions/secops-cybershield" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/solutions/secops-cybershield" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="google cloud cybershield™" > <div class="devsite-nav-item-title"> Google Cloud Cybershield™ </div> <div class="devsite-nav-item-description"> Strengthen nationwide cyber defense. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions#section-13" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions#section-13" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="startups and smb" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Startups and SMB </div> <div class="devsite-nav-item-description"> Accelerate startup and SMB growth with tailored solutions and programs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/startup" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/startup" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="startup program" > <div class="devsite-nav-item-title"> Startup Program </div> <div class="devsite-nav-item-description"> Get financial, business, and technical support to take your startup to the next level. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/smb" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/smb" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="small and medium business" > <div class="devsite-nav-item-title"> Small and Medium Business </div> <div class="devsite-nav-item-description"> Explore solutions for web hosting, app development, AI, and analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/saas" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/saas" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip track-name="software as a service" > <div class="devsite-nav-item-title"> Software as a Service </div> <div class="devsite-nav-item-description"> Build better SaaS products, scale efficiently, and grow your business. </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown devsite-dropdown-full devsite-clickable devsite-generated-tab-menu"> <a href="https://cloud.google.com/products" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/products" track-type="nav" track-metadata-position="nav - products" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Products" track-name="products" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > Products </a> <button aria-haspopup="menu" aria-expanded="false" aria-label="Dropdown menu for Products" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products" track-metadata-position="nav - products" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Products" track-name="products" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></button> <div class="devsite-tabs-dropdown" role="menu" aria-label="submenu" hidden> <button class="devsite-tabs-close-button material-icons button-flat gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close dropdown menu" aria-label="Close dropdown menu" track-type="nav" track-name="close" track-metadata-eventdetail="#" track-metadata-position="nav - products" track-metadata-module="tertiary nav">close</button> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Featured Products</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/compute" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/compute" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="compute engine" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/compute-engine.png" srcset=" https://www.gstatic.com/cloud/images/navigation/compute-engine.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Compute Engine </div> <div class="devsite-nav-item-description"> Virtual machines running in Google’s data center. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/storage" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud storage" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/cloud-storage.png" srcset=" https://www.gstatic.com/cloud/images/navigation/cloud-storage.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud Storage </div> <div class="devsite-nav-item-description"> Object storage that’s secure, durable, and scalable. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigquery" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigquery" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="bigquery" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/bigquery.png" srcset=" https://www.gstatic.com/cloud/images/navigation/bigquery.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> BigQuery </div> <div class="devsite-nav-item-description"> Data warehouse for business agility and insights. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud run" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/cloud-run.png" srcset=" https://www.gstatic.com/cloud/images/navigation/cloud-run.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/kubernetes-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="google kubernetes engine" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/kubernetes-engine.png" srcset=" https://www.gstatic.com/cloud/images/navigation/kubernetes-engine.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> <div class="devsite-nav-item-description"> Managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vertex-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vertex-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="vertex ai" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/vertex-ai.png" srcset=" https://www.gstatic.com/cloud/images/navigation/vertex-ai.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Vertex AI </div> <div class="devsite-nav-item-description"> Unified platform for ML models and generative AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="looker" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/looker.png" srcset=" https://www.gstatic.com/cloud/images/navigation/looker.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="apigee api management" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/apigee.png" srcset=" https://www.gstatic.com/cloud/images/navigation/apigee.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> Manage the full life cycle of APIs anywhere with visibility and control. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sql" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sql" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud sql" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/cloud-sql.png" srcset=" https://www.gstatic.com/cloud/images/navigation/cloud-sql.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud SQL </div> <div class="devsite-nav-item-description"> Relational database services for MySQL, PostgreSQL and SQL Server. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/ai/gemini" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/ai/gemini" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="gemini" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/gemini.png" srcset=" https://www.gstatic.com/cloud/images/navigation/gemini.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Gemini </div> <div class="devsite-nav-item-description"> Google Cloud products powered by Gemini. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cdn" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cdn" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud cdn" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/networking.png" srcset=" https://www.gstatic.com/cloud/images/navigation/networking.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud CDN </div> <div class="devsite-nav-item-description"> Content delivery network for delivering web and video. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border dropdown-tabbed-menu-button-target"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products#featured-products" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products#featured-products" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="see all products (100+)" > <div class="devsite-nav-item-title"> See all products (100+) </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="ai and machine learning" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> AI and Machine Learning </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vertex-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vertex-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vertex ai platform" > <div class="devsite-nav-item-title"> Vertex AI Platform </div> <div class="devsite-nav-item-description"> Unified platform for ML models and generative AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/generative-ai-studio" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/generative-ai-studio" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vertex ai studio" > <div class="devsite-nav-item-title"> Vertex AI Studio </div> <div class="devsite-nav-item-description"> Build, tune, and deploy foundation models on Vertex AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/agent-builder" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/agent-builder" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vertex ai agent builder" > <div class="devsite-nav-item-title"> Vertex AI Agent Builder </div> <div class="devsite-nav-item-description"> Build and deploy gen AI experiences. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/conversational-agents" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/conversational-agents" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="conversational agents" > <div class="devsite-nav-item-title"> Conversational Agents </div> <div class="devsite-nav-item-description"> Build conversational AI with both deterministic and gen AI functionality. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/enterprise-search" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/enterprise-search" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vertex ai search" > <div class="devsite-nav-item-title"> Vertex AI Search </div> <div class="devsite-nav-item-description"> Build Google-quality search for your enterprise apps and experiences. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/speech-to-text" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/speech-to-text" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="speech-to-text" > <div class="devsite-nav-item-title"> Speech-to-Text </div> <div class="devsite-nav-item-description"> Speech recognition and transcription across 125 languages. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/text-to-speech" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/text-to-speech" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="text-to-speech" > <div class="devsite-nav-item-title"> Text-to-Speech </div> <div class="devsite-nav-item-description"> Speech synthesis in 220+ voices and 40+ languages. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/translate" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/translate" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="translation ai" > <div class="devsite-nav-item-title"> Translation AI </div> <div class="devsite-nav-item-description"> Language detection, translation, and glossary support. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/document-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/document-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="document ai" > <div class="devsite-nav-item-title"> Document AI </div> <div class="devsite-nav-item-description"> Document processing and data capture automated at scale. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vision" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vision" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vision ai" > <div class="devsite-nav-item-title"> Vision AI </div> <div class="devsite-nav-item-description"> Custom and pre-trained models to detect emotion, text, and more. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/contact-center-ai-platform" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/contact-center-ai-platform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="contact center as a service" > <div class="devsite-nav-item-title"> Contact Center as a Service </div> <div class="devsite-nav-item-description"> Omnichannel contact center solution that is native to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAE#ai-and-machine-learning" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAE#ai-and-machine-learning" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all ai and machine learning products" > <div class="devsite-nav-item-title"> See all AI and machine learning products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Business Intelligence</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="business intelligence" tooltip track-name="looker" > <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker-studio" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker-studio" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="business intelligence" tooltip track-name="looker studio" > <div class="devsite-nav-item-title"> Looker Studio </div> <div class="devsite-nav-item-description"> Interactive data suite for dashboarding, reporting, and analytics. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/compute" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/compute" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="compute" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Compute </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/compute" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/compute" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="compute engine" > <div class="devsite-nav-item-title"> Compute Engine </div> <div class="devsite-nav-item-description"> Virtual machines running in Google’s data center. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/appengine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/appengine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="app engine" > <div class="devsite-nav-item-title"> App Engine </div> <div class="devsite-nav-item-description"> Serverless application platform for apps and back ends. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/gpu" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/gpu" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud gpus" > <div class="devsite-nav-item-title"> Cloud GPUs </div> <div class="devsite-nav-item-description"> GPUs for ML, scientific computing, and 3D visualization. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/cloud-migration/virtual-machines" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration/virtual-machines" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migrate to virtual machines" > <div class="devsite-nav-item-title"> Migrate to Virtual Machines </div> <div class="devsite-nav-item-description"> Server and virtual machine migration to Compute Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/spot-vms" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/spot-vms" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="spot vms" > <div class="devsite-nav-item-title"> Spot VMs </div> <div class="devsite-nav-item-description"> Compute instances for batch jobs and fault-tolerant workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/batch" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/batch" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="batch" > <div class="devsite-nav-item-title"> Batch </div> <div class="devsite-nav-item-description"> Fully managed service for scheduling batch jobs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/compute/docs/nodes/sole-tenant-nodes" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/compute/docs/nodes/sole-tenant-nodes" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="sole-tenant nodes" > <div class="devsite-nav-item-title"> Sole-Tenant Nodes </div> <div class="devsite-nav-item-description"> Dedicated hardware for compliance, licensing, and management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bare-metal" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bare-metal" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bare metal" > <div class="devsite-nav-item-title"> Bare Metal </div> <div class="devsite-nav-item-description"> Infrastructure to run specialized workloads on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/recommender/docs/whatis-activeassist" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/recommender/docs/whatis-activeassist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="recommender" > <div class="devsite-nav-item-title"> Recommender </div> <div class="devsite-nav-item-description"> Usage recommendations for Google Cloud products and services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vmware-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vmware-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vmware engine" > <div class="devsite-nav-item-title"> VMware Engine </div> <div class="devsite-nav-item-description"> Fully managed, native VMware Cloud Foundation software stack. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud run" > <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAUSAQw#compute" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAUSAQw#compute" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all compute products" > <div class="devsite-nav-item-title"> See all compute products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/containers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/containers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="containers" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Containers </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/kubernetes-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google kubernetes engine" > <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> <div class="devsite-nav-item-description"> Managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud run" > <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/build" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/build" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud build" > <div class="devsite-nav-item-title"> Cloud Build </div> <div class="devsite-nav-item-description"> Solution for running build steps in a Docker container. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/artifact-registry/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/artifact-registry/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="artifact registry" > <div class="devsite-nav-item-title"> Artifact Registry </div> <div class="devsite-nav-item-description"> Package manager for build artifacts and dependencies. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/code" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/code" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud code" > <div class="devsite-nav-item-title"> Cloud Code </div> <div class="devsite-nav-item-description"> IDE support to write, run, and debug Kubernetes applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/deploy" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/deploy" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud deploy" > <div class="devsite-nav-item-title"> Cloud Deploy </div> <div class="devsite-nav-item-description"> Fully managed continuous delivery to GKE and Cloud Run. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/cloud-migration/containers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration/containers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migrate to containers" > <div class="devsite-nav-item-title"> Migrate to Containers </div> <div class="devsite-nav-item-description"> Components for migrating VMs into system containers on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/deep-learning-containers/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/deep-learning-containers/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="deep learning containers" > <div class="devsite-nav-item-title"> Deep Learning Containers </div> <div class="devsite-nav-item-description"> Containers with data science frameworks, libraries, and tools. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://knative.dev/docs/" track-type="nav" track-metadata-eventdetail="https://knative.dev/docs/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="knative" > <div class="devsite-nav-item-title"> Knative </div> <div class="devsite-nav-item-description"> Components to create Kubernetes-native cloud-based software. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/data-analytics-and-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/data-analytics-and-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="data analytics" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Data Analytics </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigquery" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigquery" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bigquery" > <div class="devsite-nav-item-title"> BigQuery </div> <div class="devsite-nav-item-description"> Data warehouse for business agility and insights. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="looker" > <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/dataflow" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/dataflow" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataflow" > <div class="devsite-nav-item-title"> Dataflow </div> <div class="devsite-nav-item-description"> Streaming analytics for stream and batch processing. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/pubsub" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/pubsub" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="pub/sub" > <div class="devsite-nav-item-title"> Pub/Sub </div> <div class="devsite-nav-item-description"> Messaging service for event ingestion and delivery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataproc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataproc" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataproc" > <div class="devsite-nav-item-title"> Dataproc </div> <div class="devsite-nav-item-description"> Service for running Apache Spark and Apache Hadoop clusters. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/data-fusion" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/data-fusion" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud data fusion" > <div class="devsite-nav-item-title"> Cloud Data Fusion </div> <div class="devsite-nav-item-description"> Data integration for building and managing data pipelines. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/composer" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/composer" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud composer" > <div class="devsite-nav-item-title"> Cloud Composer </div> <div class="devsite-nav-item-description"> Workflow orchestration service built on Apache Airflow. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/biglake" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/biglake" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="biglake" > <div class="devsite-nav-item-title"> BigLake </div> <div class="devsite-nav-item-description"> Storage engine to query multi-format and multimodal data. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataplex" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataplex" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataplex" > <div class="devsite-nav-item-title"> Dataplex </div> <div class="devsite-nav-item-description"> Intelligent data fabric for unifying data management across silos. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataform" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataform" > <div class="devsite-nav-item-title"> Dataform </div> <div class="devsite-nav-item-description"> Build, version control, and deploy SQL workflows in BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/analytics-hub" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/analytics-hub" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="analytics hub" > <div class="devsite-nav-item-title"> Analytics Hub </div> <div class="devsite-nav-item-description"> Service for securely and efficiently exchanging data analytics assets. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAQ#data-analytics" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAQ#data-analytics" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all data analytics products" > <div class="devsite-nav-item-title"> See all data analytics products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/databases" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/databases" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="databases" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Databases </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/alloydb" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/alloydb" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="alloydb for postgresql" > <div class="devsite-nav-item-title"> AlloyDB for PostgreSQL </div> <div class="devsite-nav-item-description"> Fully managed, PostgreSQL-compatible database for enterprise workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sql" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sql" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud sql" > <div class="devsite-nav-item-title"> Cloud SQL </div> <div class="devsite-nav-item-description"> Fully managed database for MySQL, PostgreSQL, and SQL Server. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/firestore" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/firestore" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="firestore" > <div class="devsite-nav-item-title"> Firestore </div> <div class="devsite-nav-item-description"> Cloud-native document database for building rich mobile, web, and IoT apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/spanner" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/spanner" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="spanner" > <div class="devsite-nav-item-title"> Spanner </div> <div class="devsite-nav-item-description"> Cloud-native relational database with unlimited scale and 99.999% availability. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigtable" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigtable" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bigtable" > <div class="devsite-nav-item-title"> Bigtable </div> <div class="devsite-nav-item-description"> Cloud-native wide-column database for large-scale, low-latency workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/datastream" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/datastream" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="datastream" > <div class="devsite-nav-item-title"> Datastream </div> <div class="devsite-nav-item-description"> Serverless change data capture and replication service. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/database-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/database-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="database migration service" > <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bare-metal" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bare-metal" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bare metal solution" > <div class="devsite-nav-item-title"> Bare Metal Solution </div> <div class="devsite-nav-item-description"> Fully managed infrastructure for your Oracle workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/memorystore" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/memorystore" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="memorystore" > <div class="devsite-nav-item-title"> Memorystore </div> <div class="devsite-nav-item-description"> Fully managed Redis and Memcached for sub-millisecond data access. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/tools" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="developer tools" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Developer Tools </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/artifact-registry/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/artifact-registry/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="artifact registry" > <div class="devsite-nav-item-title"> Artifact Registry </div> <div class="devsite-nav-item-description"> Universal package manager for build artifacts and dependencies. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/code" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/code" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud code" > <div class="devsite-nav-item-title"> Cloud Code </div> <div class="devsite-nav-item-description"> IDE support to write, run, and debug Kubernetes applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/build" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/build" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud build" > <div class="devsite-nav-item-title"> Cloud Build </div> <div class="devsite-nav-item-description"> Continuous integration and continuous delivery platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/deploy" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/deploy" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud deploy" > <div class="devsite-nav-item-title"> Cloud Deploy </div> <div class="devsite-nav-item-description"> Fully managed continuous delivery to GKE and Cloud Run. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/deployment-manager/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/deployment-manager/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud deployment manager" > <div class="devsite-nav-item-title"> Cloud Deployment Manager </div> <div class="devsite-nav-item-description"> Service for creating and managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sdk" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sdk" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud sdk" > <div class="devsite-nav-item-title"> Cloud SDK </div> <div class="devsite-nav-item-description"> Command-line tools and libraries for Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/scheduler/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/scheduler/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud scheduler" > <div class="devsite-nav-item-title"> Cloud Scheduler </div> <div class="devsite-nav-item-description"> Cron job scheduler for task automation and management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/source-repositories/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/source-repositories/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud source repositories" > <div class="devsite-nav-item-title"> Cloud Source Repositories </div> <div class="devsite-nav-item-description"> Private Git repository to store, manage, and track code. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/infrastructure-manager/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/infrastructure-manager/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="infrastructure manager" > <div class="devsite-nav-item-title"> Infrastructure Manager </div> <div class="devsite-nav-item-description"> Automate infrastructure management with Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/workstations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/workstations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud workstations" > <div class="devsite-nav-item-title"> Cloud Workstations </div> <div class="devsite-nav-item-description"> Managed and secure development environments in the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/gemini/code-assist" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/gemini/code-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="gemini code assist" > <div class="devsite-nav-item-title"> Gemini Code Assist </div> <div class="devsite-nav-item-description"> AI-powered assistant available across Google Cloud and your IDE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAI#developer-tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAI#developer-tools" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all developer tools" > <div class="devsite-nav-item-title"> See all developer tools </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/distributed-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="distributed cloud" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Distributed Cloud </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/distributed-cloud-connected" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud-connected" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google distributed cloud connected" > <div class="devsite-nav-item-title"> Google Distributed Cloud Connected </div> <div class="devsite-nav-item-description"> Distributed cloud services for edge workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/distributed-cloud-air-gapped" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud-air-gapped" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google distributed cloud air-gapped" > <div class="devsite-nav-item-title"> Google Distributed Cloud Air-gapped </div> <div class="devsite-nav-item-description"> Distributed cloud for air-gapped workloads. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Hybrid and Multicloud</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/kubernetes-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="google kubernetes engine" > <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> <div class="devsite-nav-item-description"> Managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="apigee api management" > <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> API management, development, and security platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/cloud-migration/containers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration/containers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="migrate to containers" > <div class="devsite-nav-item-title"> Migrate to Containers </div> <div class="devsite-nav-item-description"> Tool to move workloads and existing applications to GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/build" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/build" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="cloud build" > <div class="devsite-nav-item-title"> Cloud Build </div> <div class="devsite-nav-item-description"> Service for executing builds on Google Cloud infrastructure. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/observability" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/observability" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="observability" > <div class="devsite-nav-item-title"> Observability </div> <div class="devsite-nav-item-description"> Monitoring, logging, and application performance suite. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/service-mesh" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/service-mesh" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="cloud service mesh" > <div class="devsite-nav-item-title"> Cloud Service Mesh </div> <div class="devsite-nav-item-description"> Fully managed service mesh based on Envoy and Istio. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/distributed-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="google distributed cloud" > <div class="devsite-nav-item-title"> Google Distributed Cloud </div> <div class="devsite-nav-item-description"> Fully managed solutions for the edge and data centers. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Industry Specific</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/anti-money-laundering-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/anti-money-laundering-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="anti money laundering ai" > <div class="devsite-nav-item-title"> Anti Money Laundering AI </div> <div class="devsite-nav-item-description"> Detect suspicious, potential money laundering activity with AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/healthcare-api" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/healthcare-api" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="cloud healthcare api" > <div class="devsite-nav-item-title"> Cloud Healthcare API </div> <div class="devsite-nav-item-description"> Solution for bridging existing care systems and apps on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/device-connect" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/device-connect" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="device connect for fitbit" > <div class="devsite-nav-item-title"> Device Connect for Fitbit </div> <div class="devsite-nav-item-description"> Gain a 360-degree patient view with connected Fitbit data on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/telecom-network-automation" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/telecom-network-automation" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="telecom network automation" > <div class="devsite-nav-item-title"> Telecom Network Automation </div> <div class="devsite-nav-item-description"> Ready to use cloud-native automation for telecom networks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/telecom-data-fabric" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/telecom-data-fabric" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="telecom data fabric" > <div class="devsite-nav-item-title"> Telecom Data Fabric </div> <div class="devsite-nav-item-description"> Telecom data management and analytics with an automated approach. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/telecom-subscriber-insights" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/telecom-subscriber-insights" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="telecom subscriber insights" > <div class="devsite-nav-item-title"> Telecom Subscriber Insights </div> <div class="devsite-nav-item-description"> Ingests data to improve subscriber acquisition and retention. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/spectrum-access-system" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/spectrum-access-system" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="spectrum access system (sas)" > <div class="devsite-nav-item-title"> Spectrum Access System (SAS) </div> <div class="devsite-nav-item-description"> Controls fundamental access to the Citizens Broadband Radio Service (CBRS). </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/integration-services" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/integration-services" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="integration services" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Integration Services </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/application-integration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/application-integration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="application integration" > <div class="devsite-nav-item-title"> Application Integration </div> <div class="devsite-nav-item-description"> Connect to 3rd party apps and enable data consistency without code. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/workflows" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/workflows" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="workflows" > <div class="devsite-nav-item-title"> Workflows </div> <div class="devsite-nav-item-description"> Workflow orchestration for serverless products and API services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="apigee api management" > <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> Manage the full life cycle of APIs anywhere with visibility and control. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/tasks/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/tasks/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud tasks" > <div class="devsite-nav-item-title"> Cloud Tasks </div> <div class="devsite-nav-item-description"> Task management service for asynchronous task execution. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/scheduler/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/scheduler/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud scheduler" > <div class="devsite-nav-item-title"> Cloud Scheduler </div> <div class="devsite-nav-item-description"> Cron job scheduler for task automation and management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataproc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataproc" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataproc" > <div class="devsite-nav-item-title"> Dataproc </div> <div class="devsite-nav-item-description"> Service for running Apache Spark and Apache Hadoop clusters. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/data-fusion" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/data-fusion" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud data fusion" > <div class="devsite-nav-item-title"> Cloud Data Fusion </div> <div class="devsite-nav-item-description"> Data integration for building and managing data pipelines. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/composer" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/composer" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud composer" > <div class="devsite-nav-item-title"> Cloud Composer </div> <div class="devsite-nav-item-description"> Workflow orchestration service built on Apache Airflow. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/pubsub" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/pubsub" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="pub/sub" > <div class="devsite-nav-item-title"> Pub/Sub </div> <div class="devsite-nav-item-description"> Messaging service for event ingestion and delivery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/eventarc/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/eventarc/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="eventarc" > <div class="devsite-nav-item-title"> Eventarc </div> <div class="devsite-nav-item-description"> Build an event-driven architecture that can connect any service. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/management" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="management tools" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Management Tools </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/shell/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/shell/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud shell" > <div class="devsite-nav-item-title"> Cloud Shell </div> <div class="devsite-nav-item-description"> Interactive shell environment with a built-in command line. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cloud-console" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cloud-console" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud console" > <div class="devsite-nav-item-title"> Cloud console </div> <div class="devsite-nav-item-description"> Web-based interface for managing and monitoring cloud apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/endpoints/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/endpoints/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud endpoints" > <div class="devsite-nav-item-title"> Cloud Endpoints </div> <div class="devsite-nav-item-description"> Deployment and development management for APIs on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/iam" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/iam" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud iam" > <div class="devsite-nav-item-title"> Cloud IAM </div> <div class="devsite-nav-item-description"> Permissions management system for Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apis" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apis" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud apis" > <div class="devsite-nav-item-title"> Cloud APIs </div> <div class="devsite-nav-item-description"> Programmatic interfaces for Google Cloud services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/service-catalog/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/service-catalog/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="service catalog" > <div class="devsite-nav-item-title"> Service Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cost-management" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cost-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cost management" > <div class="devsite-nav-item-title"> Cost Management </div> <div class="devsite-nav-item-description"> Tools for monitoring, controlling, and optimizing your costs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/observability" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/observability" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="observability" > <div class="devsite-nav-item-title"> Observability </div> <div class="devsite-nav-item-description"> Monitoring, logging, and application performance suite. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/carbon-footprint" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/carbon-footprint" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="carbon footprint" > <div class="devsite-nav-item-title"> Carbon Footprint </div> <div class="devsite-nav-item-description"> Dashboard to view and export Google Cloud carbon emissions reports. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/config-connector/docs/overview" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/config-connector/docs/overview" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="config connector" > <div class="devsite-nav-item-title"> Config Connector </div> <div class="devsite-nav-item-description"> Kubernetes add-on for managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/active-assist" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/active-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="active assist" > <div class="devsite-nav-item-title"> Active Assist </div> <div class="devsite-nav-item-description"> Tools for easily managing performance, security, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAY#managment-tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAY#managment-tools" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all management tools" > <div class="devsite-nav-item-title"> See all management tools </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/geospatial" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/geospatial" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="maps and geospatial" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Maps and Geospatial </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/earth-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/earth-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="earth engine" > <div class="devsite-nav-item-title"> Earth Engine </div> <div class="devsite-nav-item-description"> Geospatial platform for Earth observation data and analysis. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://mapsplatform.google.com" track-type="nav" track-metadata-eventdetail="https://mapsplatform.google.com" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google maps platform" > <div class="devsite-nav-item-title"> Google Maps Platform </div> <div class="devsite-nav-item-description"> Create immersive location experiences and improve business operations. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Media Services</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cdn" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cdn" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="cloud cdn" > <div class="devsite-nav-item-title"> Cloud CDN </div> <div class="devsite-nav-item-description"> Content delivery network for serving web and video content. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/livestream/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/livestream/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="live stream api" > <div class="devsite-nav-item-title"> Live Stream API </div> <div class="devsite-nav-item-description"> Service to convert live video and package for streaming. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://www.opencue.io/docs/getting-started/" track-type="nav" track-metadata-eventdetail="https://www.opencue.io/docs/getting-started/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="opencue" > <div class="devsite-nav-item-title"> OpenCue </div> <div class="devsite-nav-item-description"> Open source render manager for visual effects and animation. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/transcoder/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/transcoder/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="transcoder api" > <div class="devsite-nav-item-title"> Transcoder API </div> <div class="devsite-nav-item-description"> Convert video files and package them for optimized delivery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/video-stitcher/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/video-stitcher/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="video stitcher api" > <div class="devsite-nav-item-title"> Video Stitcher API </div> <div class="devsite-nav-item-description"> Service for dynamic or server side ad insertion. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/cloud-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migration" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/migration-center/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/migration-center/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migration center" > <div class="devsite-nav-item-title"> Migration Center </div> <div class="devsite-nav-item-description"> Unified platform for migrating and modernizing with Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/application-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/application-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="application migration" > <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> App migration to the cloud for low-cost refresh cycles. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/cloud-migration/virtual-machines" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration/virtual-machines" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migrate to virtual machines" > <div class="devsite-nav-item-title"> Migrate to Virtual Machines </div> <div class="devsite-nav-item-description"> Components for migrating VMs and physical servers to Compute Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/terraform/blueprints/terraform-blueprints" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/terraform/blueprints/terraform-blueprints" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud foundation toolkit" > <div class="devsite-nav-item-title"> Cloud Foundation Toolkit </div> <div class="devsite-nav-item-description"> Reference templates for Deployment Manager and Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/database-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/database-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="database migration service" > <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/cloud-migration/containers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration/containers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migrate to containers" > <div class="devsite-nav-item-title"> Migrate to Containers </div> <div class="devsite-nav-item-description"> Components for migrating VMs into system containers on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigquery-transfer/docs/introduction" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigquery-transfer/docs/introduction" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bigquery data transfer service" > <div class="devsite-nav-item-title"> BigQuery Data Transfer Service </div> <div class="devsite-nav-item-description"> Data import service for scheduling and moving data into BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/cloud-migration-program" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/cloud-migration-program" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="rapid migration and modernization program" > <div class="devsite-nav-item-title"> Rapid Migration and Modernization Program </div> <div class="devsite-nav-item-description"> End-to-end migration program to simplify your path to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/transfer-appliance/docs/4.0/overview" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/transfer-appliance/docs/4.0/overview" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="transfer appliance" > <div class="devsite-nav-item-title"> Transfer Appliance </div> <div class="devsite-nav-item-description"> Storage server for moving large volumes of data to Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/storage-transfer-service" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/storage-transfer-service" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="storage transfer service" > <div class="devsite-nav-item-title"> Storage Transfer Service </div> <div class="devsite-nav-item-description"> Data transfers from online and on-premises sources to Cloud Storage. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vmware-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vmware-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vmware engine" > <div class="devsite-nav-item-title"> VMware Engine </div> <div class="devsite-nav-item-description"> Migrate and run your VMware workloads natively on Google Cloud. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Mixed Reality</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/immersive-stream/xr" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/immersive-stream/xr" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="mixed reality" tooltip track-name="immersive stream for xr" > <div class="devsite-nav-item-title"> Immersive Stream for XR </div> <div class="devsite-nav-item-description"> Hosts, renders, and streams 3D and XR experiences. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/networking" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/networking" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="networking" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Networking </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/armor" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/armor" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud armor" > <div class="devsite-nav-item-title"> Cloud Armor </div> <div class="devsite-nav-item-description"> Security policies and defense against web and DDoS attacks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cdn" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cdn" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud cdn and media cdn" > <div class="devsite-nav-item-title"> Cloud CDN and Media CDN </div> <div class="devsite-nav-item-description"> Content delivery network for serving web and video content. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dns" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dns" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud dns" > <div class="devsite-nav-item-title"> Cloud DNS </div> <div class="devsite-nav-item-description"> Domain name system for reliable and low-latency name lookups. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/load-balancing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/load-balancing" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud load balancing" > <div class="devsite-nav-item-title"> Cloud Load Balancing </div> <div class="devsite-nav-item-description"> Service for distributing traffic across applications and regions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/nat" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/nat" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud nat" > <div class="devsite-nav-item-title"> Cloud NAT </div> <div class="devsite-nav-item-description"> NAT service for giving private instances internet access. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/hybrid-connectivity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/hybrid-connectivity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud connectivity" > <div class="devsite-nav-item-title"> Cloud Connectivity </div> <div class="devsite-nav-item-description"> Connectivity options for VPN, peering, and enterprise needs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/network-connectivity-center" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/network-connectivity-center" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="network connectivity center" > <div class="devsite-nav-item-title"> Network Connectivity Center </div> <div class="devsite-nav-item-description"> Connectivity management to help simplify and scale networks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/network-intelligence-center" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/network-intelligence-center" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="network intelligence center" > <div class="devsite-nav-item-title"> Network Intelligence Center </div> <div class="devsite-nav-item-description"> Network monitoring, verification, and optimization platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/network-tiers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/network-tiers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="network service tiers" > <div class="devsite-nav-item-title"> Network Service Tiers </div> <div class="devsite-nav-item-description"> Cloud network options based on performance, availability, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vpc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vpc" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="virtual private cloud" > <div class="devsite-nav-item-title"> Virtual Private Cloud </div> <div class="devsite-nav-item-description"> Single VPC for an entire organization, isolated within projects. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/private-service-connect" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/private-service-connect" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="private service connect" > <div class="devsite-nav-item-title"> Private Service Connect </div> <div class="devsite-nav-item-description"> Secure connection between your VPC and services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAUSAQ0#networking" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAUSAQ0#networking" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all networking products" > <div class="devsite-nav-item-title"> See all networking products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/operations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="operations" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Operations </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/logging" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/logging" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud logging" > <div class="devsite-nav-item-title"> Cloud Logging </div> <div class="devsite-nav-item-description"> Google Cloud audit, platform, and application logs management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/monitoring" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/monitoring" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud monitoring" > <div class="devsite-nav-item-title"> Cloud Monitoring </div> <div class="devsite-nav-item-description"> Infrastructure and application health with rich metrics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/error-reporting/docs/grouping-errors" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/error-reporting/docs/grouping-errors" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="error reporting" > <div class="devsite-nav-item-title"> Error Reporting </div> <div class="devsite-nav-item-description"> Application error identification and analysis. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/managed-prometheus" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/managed-prometheus" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="managed service for prometheus" > <div class="devsite-nav-item-title"> Managed Service for Prometheus </div> <div class="devsite-nav-item-description"> Fully-managed Prometheus on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/trace/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/trace/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud trace" > <div class="devsite-nav-item-title"> Cloud Trace </div> <div class="devsite-nav-item-description"> Tracing system collecting latency data from applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/profiler/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/profiler/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud profiler" > <div class="devsite-nav-item-title"> Cloud Profiler </div> <div class="devsite-nav-item-description"> CPU and heap profiler for analyzing application performance. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/quotas" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/quotas" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud quotas" > <div class="devsite-nav-item-title"> Cloud Quotas </div> <div class="devsite-nav-item-description"> Manage quotas for all Google Cloud services. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Productivity and Collaboration</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://about.appsheet.com/home/" track-type="nav" track-metadata-eventdetail="https://about.appsheet.com/home/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="appsheet" > <div class="devsite-nav-item-title"> AppSheet </div> <div class="devsite-nav-item-description"> No-code development platform to build and extend applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/appsheet/automation" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/appsheet/automation" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="appsheet automation" > <div class="devsite-nav-item-title"> AppSheet Automation </div> <div class="devsite-nav-item-description"> Build automations and applications on a unified platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="google workspace" > <div class="devsite-nav-item-title"> Google Workspace </div> <div class="devsite-nav-item-description"> Collaboration and productivity tools for individuals and organizations. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://workspace.google.com/essentials/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/essentials/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="google workspace essentials" target="_blank" > <div class="devsite-nav-item-title"> Google Workspace Essentials </div> <div class="devsite-nav-item-description"> Secure video meetings and modern collaboration for teams. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/ai/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/solutions/ai/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="gemini for workspace" > <div class="devsite-nav-item-title"> Gemini for Workspace </div> <div class="devsite-nav-item-description"> Embeds generative AI across Google Workspace apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/identity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="cloud identity" > <div class="devsite-nav-item-title"> Cloud Identity </div> <div class="devsite-nav-item-description"> Unified platform for IT admins to manage user devices and apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google" track-type="nav" track-metadata-eventdetail="https://chromeenterprise.google" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="chrome enterprise" > <div class="devsite-nav-item-title"> Chrome Enterprise </div> <div class="devsite-nav-item-description"> ChromeOS, Chrome browser, and Chrome devices built for business. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/security-and-identity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/security-and-identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="security and identity" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Security and Identity </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/iam" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/iam" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud iam" > <div class="devsite-nav-item-title"> Cloud IAM </div> <div class="devsite-nav-item-description"> Permissions management system for Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/sensitive-data-protection" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/sensitive-data-protection" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="sensitive data protection" > <div class="devsite-nav-item-title"> Sensitive Data Protection </div> <div class="devsite-nav-item-description"> Discover, classify, and protect your valuable data assets. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/managed-defense" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/managed-defense" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="mandiant managed defense" > <div class="devsite-nav-item-title"> Mandiant Managed Defense </div> <div class="devsite-nav-item-description"> Find and eliminate threats with confidence 24x7. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/threat-intelligence" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/threat-intelligence" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google threat intelligence" > <div class="devsite-nav-item-title"> Google Threat Intelligence </div> <div class="devsite-nav-item-description"> Know who’s targeting you. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/security-command-center" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/security-command-center" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="security command center" > <div class="devsite-nav-item-title"> Security Command Center </div> <div class="devsite-nav-item-description"> Platform for defending against threats to your Google Cloud assets. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/security-key-management" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/security-key-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud key management" > <div class="devsite-nav-item-title"> Cloud Key Management </div> <div class="devsite-nav-item-description"> Manage encryption keys on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/consulting/mandiant-incident-response-services" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/consulting/mandiant-incident-response-services" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="mandiant incident response" > <div class="devsite-nav-item-title"> Mandiant Incident Response </div> <div class="devsite-nav-item-description"> Minimize the impact of a breach. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google/products/chrome-enterprise-premium/" track-type="nav" track-metadata-eventdetail="https://chromeenterprise.google/products/chrome-enterprise-premium/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="chrome enterprise premium" > <div class="devsite-nav-item-title"> Chrome Enterprise Premium </div> <div class="devsite-nav-item-description"> Get secure enterprise browsing with extensive endpoint visibility. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/assured-workloads" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/assured-workloads" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="assured workloads" > <div class="devsite-nav-item-title"> Assured Workloads </div> <div class="devsite-nav-item-description"> Compliance and security controls for sensitive workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/products/security-operations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/products/security-operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google security operations" > <div class="devsite-nav-item-title"> Google Security Operations </div> <div class="devsite-nav-item-description"> Detect, investigate, and respond to cyber threats. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/security/consulting/mandiant-services" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/security/consulting/mandiant-services" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="mandiant consulting" > <div class="devsite-nav-item-title"> Mandiant Consulting </div> <div class="devsite-nav-item-description"> Get expert guidance before, during, and after an incident. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAg#security-and-identity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAg#security-and-identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all security and identity products" > <div class="devsite-nav-item-title"> See all security and identity products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/serverless" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/serverless" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="serverless" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Serverless </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud run" > <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/functions" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/functions" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud functions" > <div class="devsite-nav-item-title"> Cloud Functions </div> <div class="devsite-nav-item-description"> Platform for creating functions that respond to cloud events. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/appengine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/appengine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="app engine" > <div class="devsite-nav-item-title"> App Engine </div> <div class="devsite-nav-item-description"> Serverless application platform for apps and back ends. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/workflows" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/workflows" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="workflows" > <div class="devsite-nav-item-title"> Workflows </div> <div class="devsite-nav-item-description"> Workflow orchestration for serverless products and API services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/api-gateway/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/api-gateway/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="api gateway" > <div class="devsite-nav-item-title"> API Gateway </div> <div class="devsite-nav-item-description"> Develop, deploy, secure, and manage APIs with a fully managed gateway. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/storage" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="storage" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Storage </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/storage" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud storage" > <div class="devsite-nav-item-title"> Cloud Storage </div> <div class="devsite-nav-item-description"> Object storage that’s secure, durable, and scalable. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/block-storage" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/block-storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="block storage" > <div class="devsite-nav-item-title"> Block Storage </div> <div class="devsite-nav-item-description"> High-performance storage for AI, analytics, databases, and enterprise applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/filestore" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/filestore" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="filestore" > <div class="devsite-nav-item-title"> Filestore </div> <div class="devsite-nav-item-description"> File storage that is highly scalable and secure. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/persistent-disk" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/persistent-disk" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="persistent disk" > <div class="devsite-nav-item-title"> Persistent Disk </div> <div class="devsite-nav-item-description"> Block storage for virtual machine instances running on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://firebase.google.com/products/storage" track-type="nav" track-metadata-eventdetail="https://firebase.google.com/products/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud storage for firebase" target="_blank" > <div class="devsite-nav-item-title"> Cloud Storage for Firebase </div> <div class="devsite-nav-item-description"> Object storage for storing and serving user-generated content. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/local-ssd" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/local-ssd" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="local ssd" > <div class="devsite-nav-item-title"> Local SSD </div> <div class="devsite-nav-item-description"> Block storage that is locally attached for high-performance needs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/storage-transfer-service" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/storage-transfer-service" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="storage transfer service" > <div class="devsite-nav-item-title"> Storage Transfer Service </div> <div class="devsite-nav-item-description"> Data transfers from online and on-premises sources to Cloud Storage. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/parallelstore" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/parallelstore" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="parallelstore" > <div class="devsite-nav-item-title"> Parallelstore </div> <div class="devsite-nav-item-description"> High performance, managed parallel file service. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/netapp-volumes" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/netapp-volumes" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google cloud netapp volumes" > <div class="devsite-nav-item-title"> Google Cloud NetApp Volumes </div> <div class="devsite-nav-item-description"> File storage service for NFS, SMB, and multi-protocol environments. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/backup-disaster-recovery" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/backup-disaster-recovery" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="backup and dr service" > <div class="devsite-nav-item-title"> Backup and DR Service </div> <div class="devsite-nav-item-description"> Service for centralized, application-consistent data protection. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/web3" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/web3" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="web3" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Web3 </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/blockchain-node-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/blockchain-node-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="blockchain node engine" > <div class="devsite-nav-item-title"> Blockchain Node Engine </div> <div class="devsite-nav-item-description"> Fully managed node hosting for developing on the blockchain. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/blockchain-rpc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/blockchain-rpc" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="blockchain rpc" > <div class="devsite-nav-item-title"> Blockchain RPC </div> <div class="devsite-nav-item-description"> Enterprise-grade RPC for building on the blockchain. </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown devsite-dropdown-full devsite-clickable "> <a href="https://cloud.google.com/pricing" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/pricing" track-type="nav" track-metadata-position="nav - pricing" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" > Pricing </a> <button aria-haspopup="menu" aria-expanded="false" aria-label="Dropdown menu for Pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/pricing" track-metadata-position="nav - pricing" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></button> <div class="devsite-tabs-dropdown" role="menu" aria-label="submenu" hidden> <button class="devsite-tabs-close-button material-icons button-flat gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close dropdown menu" aria-label="Close dropdown menu" track-type="nav" track-name="close" track-metadata-eventdetail="#" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav">close</button> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column cloud-nav-menu-pricing cloud-nav-border-right"> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type1 cloud-dropdown-secondary cloud-dropdown--cta-container"> <li class="devsite-nav-title" role="heading" tooltip>Save money with our transparent approach to pricing</li> <li class="devsite-nav-description">Google Cloud's pay-as-you-go pricing offers automatic savings based on monthly usage and discounted rates for prepaid resources. Contact us today to get a quote.</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/contact/form?direct=true" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/contact/form?direct=true" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="save money with our transparent approach to pricing" tooltip track-name="request a quote" > <div class="devsite-nav-item-title"> Request a quote </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2"> <li class="devsite-nav-title" role="heading" tooltip>Pricing overview and tools</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="pricing overview and tools" tooltip track-name="google cloud pricing" > <div class="devsite-nav-item-title"> Google Cloud pricing </div> <div class="devsite-nav-item-description"> Pay only for what you use with no lock-in. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/calculator" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/calculator" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="pricing overview and tools" tooltip track-name="pricing calculator" > <div class="devsite-nav-item-title"> Pricing calculator </div> <div class="devsite-nav-item-description"> Calculate your cloud savings. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/free" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/free" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="pricing overview and tools" tooltip track-name="google cloud free tier" > <div class="devsite-nav-item-title"> Google Cloud free tier </div> <div class="devsite-nav-item-description"> Explore products with free monthly usage. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column cloud-nav-border-right"> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2 cloud-dropdown-noheading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/architecture/framework/cost-optimization" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/architecture/framework/cost-optimization" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" tooltip track-name="cost optimization framework" > <div class="devsite-nav-item-title"> Cost optimization framework </div> <div class="devsite-nav-item-description"> Get best practices to optimize workload costs. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cost-management" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cost-management" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" tooltip track-name="cost management tools" > <div class="devsite-nav-item-title"> Cost management tools </div> <div class="devsite-nav-item-description"> Tools to monitor and control your costs. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2 cloud-dropdown-links-only"> <li class="devsite-nav-title" role="heading" tooltip>Product-specific Pricing</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/compute/all-pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/compute/all-pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="product-specific pricing" tooltip track-name="compute engine" > <div class="devsite-nav-item-title"> Compute Engine </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sql/pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sql/pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="product-specific pricing" tooltip track-name="cloud sql" > <div class="devsite-nav-item-title"> Cloud SQL </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/kubernetes-engine/pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine/pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="product-specific pricing" tooltip track-name="google kubernetes engine" > <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/storage/pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/storage/pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="product-specific pricing" tooltip track-name="cloud storage" > <div class="devsite-nav-item-title"> Cloud Storage </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigquery/pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigquery/pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="product-specific pricing" tooltip track-name="bigquery" > <div class="devsite-nav-item-title"> BigQuery </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-section-top-border cloud-dropdown--cta-container"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/pricing/list" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/pricing/list" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" track-metadata-module_headline="product-specific pricing" tooltip track-name="see full price list with 100+ products" > <div class="devsite-nav-item-title"> See full price list with 100+ products </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown devsite-dropdown-full devsite-clickable "> <a href="https://cloud.google.com/start" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/start" track-type="nav" track-metadata-position="nav - resources" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Resources" track-name="resources" > Resources </a> <button aria-haspopup="menu" aria-expanded="false" aria-label="Dropdown menu for Resources" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/start" track-metadata-position="nav - resources" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Resources" track-name="resources" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></button> <div class="devsite-tabs-dropdown" role="menu" aria-label="submenu" hidden> <button class="devsite-tabs-close-button material-icons button-flat gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close dropdown menu" aria-label="Close dropdown menu" track-type="nav" track-name="close" track-metadata-eventdetail="#" track-metadata-position="nav - resources" track-metadata-module="tertiary nav">close</button> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2"> <li class="devsite-nav-title" role="heading" tooltip>Learn & build</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/free" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/free" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="learn & build" tooltip track-name="google cloud free program" > <div class="devsite-nav-item-title"> Google Cloud Free Program </div> <div class="devsite-nav-item-description"> $300 in free credits and 20+ free products. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solution-generator" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solution-generator" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="learn & build" tooltip track-name="solution generator" > <div class="devsite-nav-item-title"> Solution Generator </div> <div class="devsite-nav-item-description"> Get AI generated solution recommendations. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/tutorials?doctype=quickstart" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/tutorials?doctype=quickstart" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="learn & build" tooltip track-name="quickstarts" > <div class="devsite-nav-item-title"> Quickstarts </div> <div class="devsite-nav-item-description"> Get tutorials and walkthroughs. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/blog" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/blog" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="learn & build" tooltip track-name="blog" > <div class="devsite-nav-item-title"> Blog </div> <div class="devsite-nav-item-description"> Read our latest product news and stories. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column cloud-nav-border-right"> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2 cloud-dropdown-noheading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/learn" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/learn" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" tooltip track-name="learning hub" > <div class="devsite-nav-item-title"> Learning Hub </div> <div class="devsite-nav-item-description"> Grow your career with role-based training. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/certification" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/certification" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" tooltip track-name="google cloud certification" > <div class="devsite-nav-item-title"> Google Cloud certification </div> <div class="devsite-nav-item-description"> Prepare and register for certifications. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/discover" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/discover" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" tooltip track-name="cloud computing basics" > <div class="devsite-nav-item-title"> Cloud computing basics </div> <div class="devsite-nav-item-description"> Learn more about cloud computing basics. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/architecture" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/architecture" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" tooltip track-name="cloud architecture center" > <div class="devsite-nav-item-title"> Cloud Architecture Center </div> <div class="devsite-nav-item-description"> Get reference architectures and best practices. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column cloud-nav-border-right"> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2"> <li class="devsite-nav-title" role="heading" tooltip>Connect</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/innovators/innovatorsplus" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/innovators/innovatorsplus" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="connect" tooltip track-name="innovators" > <div class="devsite-nav-item-title"> Innovators </div> <div class="devsite-nav-item-description"> Join Google Cloud's developer program. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/developers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/developers" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="connect" tooltip track-name="developer center" > <div class="devsite-nav-item-title"> Developer Center </div> <div class="devsite-nav-item-description"> Stay in the know and stay connected. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/events" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/events" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="connect" tooltip track-name="events and webinars" > <div class="devsite-nav-item-title"> Events and webinars </div> <div class="devsite-nav-item-description"> Browse upcoming and on demand events. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/communities" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/communities" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="connect" tooltip track-name="google cloud community" > <div class="devsite-nav-item-title"> Google Cloud Community </div> <div class="devsite-nav-item-description"> Ask questions, find answers, and connect. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-type2"> <li class="devsite-nav-title" role="heading" tooltip>Consulting and Partners</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/consulting" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/consulting" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="consulting and partners" tooltip track-name="google cloud consulting" > <div class="devsite-nav-item-title"> Google Cloud Consulting </div> <div class="devsite-nav-item-description"> Work with our experts on cloud projects. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/marketplace" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/marketplace" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="consulting and partners" tooltip track-name="google cloud marketplace" > <div class="devsite-nav-item-title"> Google Cloud Marketplace </div> <div class="devsite-nav-item-description"> Deploy ready-to-go solutions in a few clicks. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/partners" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/partners" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="consulting and partners" tooltip track-name="google cloud partners" > <div class="devsite-nav-item-title"> Google Cloud partners </div> <div class="devsite-nav-item-description"> Explore benefits of working with a partner. </div> </a> </li> <li class="devsite-nav-item"> <a href="https://partners.cloud.google.com" track-type="nav" track-metadata-eventdetail="https://partners.cloud.google.com" track-metadata-position="nav - resources" track-metadata-module="tertiary nav" track-metadata-module_headline="consulting and partners" tooltip track-name="become a partner" > <div class="devsite-nav-item-title"> Become a partner </div> <div class="devsite-nav-item-description"> Join the Partner Advantage program. </div> </a> </li> </ul> </div> </div> </div> </tab> <tab position="right" > <a href="https://cloud.google.com/docs" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/docs" track-type="nav" track-metadata-position="nav - documentation" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="documentation" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > Docs </a> </tab> <tab position="right" > <a href="https://cloud.google.com/support-hub" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/support-hub" track-type="nav" track-metadata-position="nav - support" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Support" track-name="support" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > Support </a> </tab> </nav> </cloudx-tabs-nav> </div> <devsite-search enable-signin enable-search enable-suggestions project-name="Vertex AI" tenant-name="Google Cloud" project-scope="/vertex-ai/docs" url-scoped="https://cloud.google.com/s/results/vertex-ai/docs" > <form class="devsite-search-form" action="https://cloud.google.com/s/results" method="GET"> <div class="devsite-search-container"> <button type="button" search-open class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Open search"></button> <div class="devsite-searchbox"> <input aria-activedescendant="" aria-autocomplete="list" aria-label="Search" aria-expanded="false" aria-haspopup="listbox" autocomplete="off" class="devsite-search-field devsite-search-query" name="q" placeholder="Search" role="combobox" type="text" value="" > <div class="devsite-search-image material-icons" aria-hidden="true"> </div> <div class="devsite-search-shortcut-icon-container" aria-hidden="true"> <kbd class="devsite-search-shortcut-icon">/</kbd> </div> </div> </div> </form> <button type="button" search-close class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Close search"></button> </devsite-search> </div> <cloudx-additional-tabs><tab > <a href="https://cloud.google.com/docs" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/docs" track-type="nav" track-metadata-position="nav - documentation" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="documentation" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > Docs </a> </tab><tab > <a href="https://cloud.google.com/support-hub" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://cloud.google.com/support-hub" track-type="nav" track-metadata-position="nav - support" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Support" track-name="support" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > Support </a> </tab></cloudx-additional-tabs> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="de" >Deutsch</a> </li> <li role="presentation"> <a role="menuitem" lang="es" >Español</a> </li> <li role="presentation"> <a role="menuitem" lang="es_419" >Español – América Latina</a> </li> <li role="presentation"> <a role="menuitem" lang="fr" >Français</a> </li> <li role="presentation"> <a role="menuitem" lang="id" >Indonesia</a> </li> <li role="presentation"> <a role="menuitem" lang="it" >Italiano</a> </li> <li role="presentation"> <a role="menuitem" lang="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_cn" >中文 – 简体</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_tw" >中文 – 繁體</a> </li> <li role="presentation"> <a role="menuitem" lang="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> <a class="devsite-header-link devsite-top-button button gc-analytics-event " href="//console.cloud.google.com/" data-category="Site-Wide Custom Events" data-label="Site header link: Console" track-name="console" track-metadata-position="nav" track-metadata-eventDetail="nav" track-type="globalNav" referrerpolicy="no-referrer-when-downgrade" > Console </a> <devsite-user enable-profiles fp-auth id="devsite-user"> <span class="button devsite-top-button" aria-hidden="true" visually-hidden>Sign in</span> </devsite-user> </div> </div> </div> <div class="devsite-collapsible-section "> <div class="devsite-header-background"> <div class="devsite-product-id-row" hidden> <div class="devsite-product-description-row"> </div> </div> <div class="devsite-doc-set-nav-row"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> <a href="https://cloud.google.com/vertex-ai" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Lower Header" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="Vertex AI" > Vertex AI </a> </li> </ul> <div class="devsite-product-button-row"> <a href="https://cloud.google.com/contact" class="cta-button-secondary button " track-metadata-position="nav" data-overflow-container="left" track-type="contact" track-metadata-eventDetail="nav" track-name="sales" data-overflow="devsite-tabs-wrapper" data-overflow-wrapper="tab" >Contact Us</a> <a href="//console.cloud.google.com/freetrial" class="cloud-free-trial-button cta-button-primary button-primary button cloud-button cloud-button--primary " referrerpolicy="no-referrer-when-downgrade" data-overflow="devsite-top-logo-row" data-overflow-container="right" track-name="gcpCta" data-overflow-class="devsite-header-link devsite-top-button button cloud-free-trial-button cloud-free-trial-enabled cloud-button cloud-button--primary" track-type="freeTrial" track-metadata-eventDetail="nav" track-metadata-position="nav" >Start free</a> </div> </div> </div> </div> </div> </devsite-header> <devsite-book-nav scrollbars hidden> <div class="devsite-book-nav-filter" hidden> <span class="filter-list-icon material-icons" aria-hidden="true"></span> <input type="text" placeholder="Filter" aria-label="Type to filter" role="searchbox"> <span class="filter-clear-button hidden" data-title="Clear filter" aria-label="Clear filter" role="button" tabindex="0"></span> </div> <nav class="devsite-book-nav devsite-nav nocontent" aria-label="Side menu"> <div class="devsite-mobile-header"> <button type="button" id="devsite-close-nav" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close navigation" aria-label="Close navigation"> </button> <div class="devsite-product-name-wrapper"> <a href="/" class="devsite-site-logo-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Site logo" track-type="globalNav" track-name="googleCloud" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/cloud-logo.svg" class="devsite-site-logo" alt="Google Cloud"> </picture> </a> <span class="devsite-product-name"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item devsite-has-google-wordmark"> </li> </ul> </span> </div> </div> <div class="devsite-book-nav-wrapper"> <div class="devsite-mobile-nav-top"> <ul class="devsite-nav-list"> <li class="devsite-nav-item"> <a href="/why-google-cloud" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Overview" track-name="overview" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Overview" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Overview </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Overview" track-name="overview" > <span class="devsite-nav-text" tooltip menu="Overview"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Overview"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/solutions" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Solutions" track-name="solutions" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Solutions" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Solutions </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Solutions" track-name="solutions" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > <span class="devsite-nav-text" tooltip menu="Solutions"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Solutions"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/products" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Products" track-name="products" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Products" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Products </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Products" track-name="products" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > <span class="devsite-nav-text" tooltip menu="Products"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Products"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/pricing" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pricing" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pricing </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" > <span class="devsite-nav-text" tooltip menu="Pricing"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Pricing"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/start" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Resources" track-name="resources" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Resources" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Resources </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Resources" track-name="resources" > <span class="devsite-nav-text" tooltip menu="Resources"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Resources"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="documentation" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Docs" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Docs </span> </a> </li> <li class="devsite-nav-item"> <a href="/support-hub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Support" track-name="support" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Support" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Support </span> </a> </li> <li class="devsite-nav-item"> <a href="//console.cloud.google.com/" class="devsite-nav-title gc-analytics-event " track-name="console" track-metadata-position="nav" track-metadata-eventDetail="nav" track-type="globalNav" referrerpolicy="no-referrer-when-downgrade" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Console" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Console </span> </a> </li> <li class="devsite-nav-item"> <a href="/contact" class="cta-button-secondary button" track-metadata-position="nav" data-overflow-container="left" track-type="contact" track-metadata-eventDetail="nav" track-name="sales" data-overflow="devsite-tabs-wrapper" data-overflow-wrapper="tab" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Us" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Contact Us </span> </a> </li> <li class="devsite-nav-item"> <a href="//console.cloud.google.com/freetrial" class="cloud-free-trial-button cta-button-primary button-primary button cloud-button cloud-button--primary" referrerpolicy="no-referrer-when-downgrade" data-overflow="devsite-top-logo-row" data-overflow-container="right" track-name="gcpCta" data-overflow-class="devsite-header-link devsite-top-button button cloud-free-trial-button cloud-free-trial-enabled cloud-button cloud-button--primary" track-type="freeTrial" track-metadata-eventDetail="nav" track-metadata-position="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Start free" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Start free </span> </a> </li> </ul> </div> <div class="devsite-mobile-nav-bottom"> <ul class="devsite-nav-list" menu="Overview" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Accelerate your digital transformation </span> </span> </li> <li class="devsite-nav-item"> <a href="/transform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Learn more" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Learn more </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Key benefits </span> </span> </li> <li class="devsite-nav-item"> <a href="/why-google-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Why Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Why Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI and ML" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI and ML </span> </a> </li> <li class="devsite-nav-item"> <a href="/multicloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Multicloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/infrastructure" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Global infrastructure" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Global infrastructure </span> </a> </li> <li class="devsite-nav-item"> <a href="/data-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/modern-infrastructure" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Modern Infrastructure Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Modern Infrastructure Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Productivity and collaboration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Productivity and collaboration </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Reports and insights </span> </span> </li> <li class="devsite-nav-item"> <a href="/executive-insights" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Executive insights" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Executive insights </span> </a> </li> <li class="devsite-nav-item"> <a href="/analyst-reports" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analyst reports" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Analyst reports </span> </a> </li> <li class="devsite-nav-item"> <a href="/whitepapers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Whitepapers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Whitepapers </span> </a> </li> <li class="devsite-nav-item"> <a href="/customers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Customer stories" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Customer stories </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Solutions" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/solutions#industry-solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Industry Solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Industry Solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/retail" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Retail" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Retail </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cpg" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Consumer Packaged Goods" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Consumer Packaged Goods </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/financial-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Financial Services" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Financial Services </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/healthcare-life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Healthcare and Life Sciences" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Healthcare and Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/media-entertainment" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Media and Entertainment" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Media and Entertainment </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/telecommunications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecommunications" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecommunications </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/games" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Games" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Games </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/manufacturing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Manufacturing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Manufacturing </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/supply-chain-logistics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Supply Chain and Logistics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Supply Chain and Logistics </span> </a> </li> <li class="devsite-nav-item"> <a href="/gov" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Government" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Government </span> </a> </li> <li class="devsite-nav-item"> <a href="/edu/higher-education" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Education" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Education </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions#industry-solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all industry solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all industry solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/camp" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/camp" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: CAMP" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > CAMP </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/modernize-traditional-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Modernize Traditional Applications" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Modernize Traditional Applications </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/migrate-from-paas" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate from PaaS&#58; Cloud Foundry, Openshift" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate from PaaS&#58; Cloud Foundry, Openshift </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/mainframe-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate from Mainframe" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate from Mainframe </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/software-delivery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Modernize Software Delivery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Modernize Software Delivery </span> </a> </li> <li class="devsite-nav-item"> <a href="/devops" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: DevOps Best Practices" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > DevOps Best Practices </span> </a> </li> <li class="devsite-nav-item"> <a href="/sre" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SRE Principles" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > SRE Principles </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/day-2-operations-for-gke" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Day 2 Operations for GKE" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Day 2 Operations for GKE </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/finops-optimize-gke" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: FinOps and Optimization of GKE" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > FinOps and Optimization of GKE </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/modernize-with-edge" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Run Applications at the Edge" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Run Applications at the Edge </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/architect-multicloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Architect for Multicloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Architect for Multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/serverless" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Go Serverless" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Go Serverless </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artificial Intelligence" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Artificial Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/customer-engagement-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Customer Engagement Suite with Google AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Customer Engagement Suite with Google AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/document-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Document AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Document AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/retail-product-discovery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Search for retail" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Search for retail </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/gemini" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini for Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini for Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/use-cases/generative-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Generative AI on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Generative AI on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/apis-and-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: APIs and Applications" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > APIs and Applications </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/new-channels-using-apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: New Business Channels Using APIs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > New Business Channels Using APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/unlocking-legacy-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Unlocking Legacy Applications Using APIs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Unlocking Legacy Applications Using APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/open-banking-apix" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open Banking APIx" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Open Banking APIx </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-analytics-and-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-lake" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Lake Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Lake Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/stream-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Stream Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Stream Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/marketing-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Marketing Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Marketing Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/datasets" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Datasets" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Datasets </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/business-intelligence" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Business Intelligence" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Business Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/use-cases/ai-data-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI for Data Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI for Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/database-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/databases/games" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases for Games" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Databases for Games </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/oracle" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate Oracle workloads to Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate Oracle workloads to Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/open-source-databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open Source Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Open Source Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql-server" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SQL Server on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > SQL Server on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/gemini/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini for Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini for Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/infrastructure-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Infrastructure Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Infrastructure Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/sap" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SAP on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > SAP on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/hpc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: High Performance Computing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > High Performance Computing </span> </a> </li> <li class="devsite-nav-item"> <a href="/windows" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Windows on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Windows on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-center-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Center Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Center Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Active Assist" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Active Assist </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/virtual-desktops" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Virtual Desktops" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Virtual Desktops </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Migration and Modernization Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Rapid Migration and Modernization Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/backup-dr" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Backup and Disaster Recovery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Backup and Disaster Recovery </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/redhat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Red Hat on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Red Hat on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cross-cloud-network" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cross-Cloud Network" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cross-Cloud Network </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/observability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Observability" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Observability </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/enterprise/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Productivity and Collaboration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Productivity and Collaboration </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/essentials/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace Essentials" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace Essentials </span> </a> </li> <li class="devsite-nav-item"> <a href="/identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Identity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Chrome Enterprise" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Chrome Enterprise </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/security-analytics-and-operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security Analytics and Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security Analytics and Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/solutions/web-app-and-api-protection" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Web App and API Protection" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Web App and API Protection </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/solutions/security-and-resilience" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security and Resilience Framework" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security and Resilience Framework </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/risk-and-compliance-as-code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Risk and compliance as code (RCaC)" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Risk and compliance as code (RCaC) </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/solutions/software-supply-chain-security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Software Supply Chain Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Software Supply Chain Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/solutions/security-foundation" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security Foundation" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security Foundation </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/solutions/secops-cybershield" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Cybershield™" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Cybershield™ </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions#section-13" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Startups and SMB" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Startups and SMB </span> </a> </li> <li class="devsite-nav-item"> <a href="/startup" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Startup Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Startup Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/smb" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Small and Medium Business" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Small and Medium Business </span> </a> </li> <li class="devsite-nav-item"> <a href="/saas" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Software as a Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Software as a Service </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Products" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Featured Products </span> </span> </li> <li class="devsite-nav-item"> <a href="/products/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/vertex-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Apigee API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/ai/gemini" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini </span> </a> </li> <li class="devsite-nav-item"> <a href="/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/products#featured-products" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all products (100+)" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all products (100+) </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI and Machine Learning" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI and Machine Learning </span> </a> </li> <li class="devsite-nav-item"> <a href="/vertex-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Platform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/generative-ai-studio" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Studio" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/agent-builder" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Agent Builder" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Agent Builder </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/conversational-agents" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Conversational Agents" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Conversational Agents </span> </a> </li> <li class="devsite-nav-item"> <a href="/enterprise-search" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Search" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Search </span> </a> </li> <li class="devsite-nav-item"> <a href="/speech-to-text" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Speech-to-Text" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Speech-to-Text </span> </a> </li> <li class="devsite-nav-item"> <a href="/text-to-speech" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Text-to-Speech" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Text-to-Speech </span> </a> </li> <li class="devsite-nav-item"> <a href="/translate" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Translation AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Translation AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/document-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Document AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Document AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/vision" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vision AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vision AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/contact-center-ai-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Center as a Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Contact Center as a Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAE#ai-and-machine-learning" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all AI and machine learning products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all AI and machine learning products </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Business Intelligence </span> </span> </li> <li class="devsite-nav-item"> <a href="/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/looker-studio" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker Studio" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/appengine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: App Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > App Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/gpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud GPUs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud GPUs </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/cloud-migration/virtual-machines" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Virtual Machines" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Virtual Machines </span> </a> </li> <li class="devsite-nav-item"> <a href="/spot-vms" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Spot VMs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Spot VMs </span> </a> </li> <li class="devsite-nav-item"> <a href="/batch" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Batch" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Batch </span> </a> </li> <li class="devsite-nav-item"> <a href="/compute/docs/nodes/sole-tenant-nodes" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Sole-Tenant Nodes" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Sole-Tenant Nodes </span> </a> </li> <li class="devsite-nav-item"> <a href="/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Bare Metal </span> </a> </li> <li class="devsite-nav-item"> <a href="/recommender/docs/whatis-activeassist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Recommender" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Recommender </span> </a> </li> <li class="devsite-nav-item"> <a href="/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAUSAQw#compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all compute products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all compute products </span> </a> </li> <li class="devsite-nav-item"> <a href="/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/artifact-registry/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/deploy" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deploy" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Deploy </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/cloud-migration/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/deep-learning-containers/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Deep Learning Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Deep Learning Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="https://knative.dev/docs/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Knative" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Knative </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-analytics-and-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/dataflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataflow" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataflow </span> </a> </li> <li class="devsite-nav-item"> <a href="/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataproc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataproc" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataproc </span> </a> </li> <li class="devsite-nav-item"> <a href="/data-fusion" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Fusion" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Data Fusion </span> </a> </li> <li class="devsite-nav-item"> <a href="/composer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Composer" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Composer </span> </a> </li> <li class="devsite-nav-item"> <a href="/biglake" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigLake" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigLake </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataplex" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataplex" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataplex </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataform </span> </a> </li> <li class="devsite-nav-item"> <a href="/analytics-hub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analytics Hub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Analytics Hub </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAQ#data-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all data analytics products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all data analytics products </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/alloydb" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AlloyDB for PostgreSQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AlloyDB for PostgreSQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/firestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firestore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Firestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/spanner" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Spanner" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Spanner </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigtable" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bigtable" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Bigtable </span> </a> </li> <li class="devsite-nav-item"> <a href="/datastream" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Datastream" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Datastream </span> </a> </li> <li class="devsite-nav-item"> <a href="/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal Solution" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Bare Metal Solution </span> </a> </li> <li class="devsite-nav-item"> <a href="/memorystore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Memorystore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Memorystore </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Developer Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/artifact-registry/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/deploy" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deploy" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Deploy </span> </a> </li> <li class="devsite-nav-item"> <a href="/deployment-manager/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deployment Manager" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Deployment Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/sdk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SDK" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SDK </span> </a> </li> <li class="devsite-nav-item"> <a href="/scheduler/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/source-repositories/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Source Repositories" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Source Repositories </span> </a> </li> <li class="devsite-nav-item"> <a href="/infrastructure-manager/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Infrastructure Manager" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Infrastructure Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/workstations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Workstations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Workstations </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/gemini/code-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini Code Assist" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini Code Assist </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAI#developer-tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all developer tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all developer tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Distributed Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Distributed Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud-connected" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud Connected" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Distributed Cloud Connected </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud-air-gapped" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud Air-gapped" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Distributed Cloud Air-gapped </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Hybrid and Multicloud </span> </span> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Apigee API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/cloud-migration/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/observability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Observability" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Observability </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/service-mesh" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Service Mesh" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Service Mesh </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Distributed Cloud </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Industry Specific </span> </span> </li> <li class="devsite-nav-item"> <a href="/anti-money-laundering-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anti Money Laundering AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Anti Money Laundering AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/healthcare-api" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Healthcare API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Healthcare API </span> </a> </li> <li class="devsite-nav-item"> <a href="/device-connect" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Device Connect for Fitbit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Device Connect for Fitbit </span> </a> </li> <li class="devsite-nav-item"> <a href="/telecom-network-automation" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecom Network Automation" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecom Network Automation </span> </a> </li> <li class="devsite-nav-item"> <a href="/telecom-data-fabric" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecom Data Fabric" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecom Data Fabric </span> </a> </li> <li class="devsite-nav-item"> <a href="/telecom-subscriber-insights" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecom Subscriber Insights" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecom Subscriber Insights </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/spectrum-access-system" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Spectrum Access System (SAS)" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Spectrum Access System (SAS) </span> </a> </li> <li class="devsite-nav-item"> <a href="/integration-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Integration Services" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Integration Services </span> </a> </li> <li class="devsite-nav-item"> <a href="/application-integration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Integration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Integration </span> </a> </li> <li class="devsite-nav-item"> <a href="/workflows" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Workflows" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Workflows </span> </a> </li> <li class="devsite-nav-item"> <a href="/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Apigee API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/tasks/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Tasks" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Tasks </span> </a> </li> <li class="devsite-nav-item"> <a href="/scheduler/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataproc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataproc" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataproc </span> </a> </li> <li class="devsite-nav-item"> <a href="/data-fusion" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Fusion" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Data Fusion </span> </a> </li> <li class="devsite-nav-item"> <a href="/composer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Composer" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Composer </span> </a> </li> <li class="devsite-nav-item"> <a href="/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a href="/eventarc/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Eventarc" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Eventarc </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Management Tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Management Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/shell/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Shell" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Shell </span> </a> </li> <li class="devsite-nav-item"> <a href="/cloud-console" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud console" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud console </span> </a> </li> <li class="devsite-nav-item"> <a href="/endpoints/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Endpoints" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Endpoints </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/iam" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a href="/apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud APIs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/service-catalog/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Service Catalog" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Service Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cost Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/observability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Observability" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Observability </span> </a> </li> <li class="devsite-nav-item"> <a href="/carbon-footprint" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Carbon Footprint" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Carbon Footprint </span> </a> </li> <li class="devsite-nav-item"> <a href="/config-connector/docs/overview" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Config Connector" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Config Connector </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Active Assist" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Active Assist </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAY#managment-tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all management tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all management tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/geospatial" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Maps and Geospatial" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Maps and Geospatial </span> </a> </li> <li class="devsite-nav-item"> <a href="/earth-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Earth Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Earth Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="https://mapsplatform.google.com" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Maps Platform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Maps Platform </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Media Services </span> </span> </li> <li class="devsite-nav-item"> <a href="/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/livestream/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Live Stream API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Live Stream API </span> </a> </li> <li class="devsite-nav-item"> <a href="https://www.opencue.io/docs/getting-started/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: OpenCue" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > OpenCue </span> </a> </li> <li class="devsite-nav-item"> <a href="/transcoder/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transcoder API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Transcoder API </span> </a> </li> <li class="devsite-nav-item"> <a href="/video-stitcher/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Video Stitcher API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Video Stitcher API </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/cloud-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/migration-center/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migration Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/cloud-migration/virtual-machines" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Virtual Machines" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Virtual Machines </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/terraform/blueprints/terraform-blueprints" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Foundation Toolkit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Foundation Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/cloud-migration/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery-transfer/docs/introduction" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery Data Transfer Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery Data Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Migration and Modernization Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Rapid Migration and Modernization Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/transfer-appliance/docs/4.0/overview" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transfer Appliance" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Transfer Appliance </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage-transfer-service" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage Transfer Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > VMware Engine </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Mixed Reality </span> </span> </li> <li class="devsite-nav-item"> <a href="/immersive-stream/xr" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Immersive Stream for XR" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Immersive Stream for XR </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN and Media CDN" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud CDN and Media CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/dns" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud DNS" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud DNS </span> </a> </li> <li class="devsite-nav-item"> <a href="/load-balancing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Load Balancing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Load Balancing </span> </a> </li> <li class="devsite-nav-item"> <a href="/nat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud NAT" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud NAT </span> </a> </li> <li class="devsite-nav-item"> <a href="/hybrid-connectivity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Connectivity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Connectivity </span> </a> </li> <li class="devsite-nav-item"> <a href="/network-connectivity-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Connectivity Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Network Connectivity Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/network-intelligence-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Intelligence Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Network Intelligence Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/network-tiers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Network Service Tiers </span> </a> </li> <li class="devsite-nav-item"> <a href="/vpc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Virtual Private Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Virtual Private Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/private-service-connect" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Private Service Connect" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Private Service Connect </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAUSAQ0#networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all networking products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all networking products </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/logging" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Logging" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Logging </span> </a> </li> <li class="devsite-nav-item"> <a href="/monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Monitoring" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/error-reporting/docs/grouping-errors" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Error Reporting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Error Reporting </span> </a> </li> <li class="devsite-nav-item"> <a href="/managed-prometheus" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Managed Service for Prometheus" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Managed Service for Prometheus </span> </a> </li> <li class="devsite-nav-item"> <a href="/trace/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Trace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Trace </span> </a> </li> <li class="devsite-nav-item"> <a href="/profiler/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Profiler" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Profiler </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/quotas" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Quotas" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Quotas </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Productivity and Collaboration </span> </span> </li> <li class="devsite-nav-item"> <a href="https://about.appsheet.com/home/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AppSheet" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AppSheet </span> </a> </li> <li class="devsite-nav-item"> <a href="/appsheet/automation" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AppSheet Automation" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AppSheet Automation </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/essentials/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace Essentials" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace Essentials </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/ai/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini for Workspace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini for Workspace </span> </a> </li> <li class="devsite-nav-item"> <a href="/identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Identity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Chrome Enterprise" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Chrome Enterprise </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/security-and-identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security and Identity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security and Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/iam" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/sensitive-data-protection" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Sensitive Data Protection" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Sensitive Data Protection </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/managed-defense" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mandiant Managed Defense" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Mandiant Managed Defense </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/threat-intelligence" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Threat Intelligence" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Threat Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/security-command-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security Command Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security Command Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/security-key-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Key Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Key Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/consulting/mandiant-incident-response-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mandiant Incident Response" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Mandiant Incident Response </span> </a> </li> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google/products/chrome-enterprise-premium/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Chrome Enterprise Premium" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Chrome Enterprise Premium </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/assured-workloads" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Assured Workloads" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Assured Workloads </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/security-operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Security Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Security Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/consulting/mandiant-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mandiant Consulting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Mandiant Consulting </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAg#security-and-identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all security and identity products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all security and identity products </span> </a> </li> <li class="devsite-nav-item"> <a href="/serverless" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Serverless" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Serverless </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/functions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Functions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Functions </span> </a> </li> <li class="devsite-nav-item"> <a href="/appengine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: App Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > App Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/workflows" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Workflows" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Workflows </span> </a> </li> <li class="devsite-nav-item"> <a href="/api-gateway/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Gateway" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > API Gateway </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/block-storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Block Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Block Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/filestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Filestore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Filestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/persistent-disk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Persistent Disk" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Persistent Disk </span> </a> </li> <li class="devsite-nav-item"> <a href="https://firebase.google.com/products/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage for Firebase" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage for Firebase </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/local-ssd" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Local SSD" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Local SSD </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage-transfer-service" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage Transfer Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/parallelstore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Parallelstore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Parallelstore </span> </a> </li> <li class="devsite-nav-item"> <a href="/netapp-volumes" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud NetApp Volumes" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud NetApp Volumes </span> </a> </li> <li class="devsite-nav-item"> <a href="/backup-disaster-recovery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Backup and DR Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Backup and DR Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web3" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Web3" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Web3 </span> </a> </li> <li class="devsite-nav-item"> <a href="/blockchain-node-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blockchain Node Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Blockchain Node Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/blockchain-rpc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blockchain RPC" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Blockchain RPC </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Pricing" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Save money with our transparent approach to pricing </span> </span> </li> <li class="devsite-nav-item"> <a href="/contact/form?direct=true" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Request a quote" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Request a quote </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Pricing overview and tools </span> </span> </li> <li class="devsite-nav-item"> <a href="/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud pricing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud pricing </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/calculator" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pricing calculator" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pricing calculator </span> </a> </li> <li class="devsite-nav-item"> <a href="/free" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud free tier" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud free tier </span> </a> </li> <li class="devsite-nav-item"> <a href="/architecture/framework/cost-optimization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost optimization framework" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cost optimization framework </span> </a> </li> <li class="devsite-nav-item"> <a href="/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost management tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cost management tools </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Product-specific Pricing </span> </span> </li> <li class="devsite-nav-item"> <a href="/compute/all-pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/pricing/list" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See full price list with 100+ products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See full price list with 100+ products </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Resources" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Learn & build </span> </span> </li> <li class="devsite-nav-item"> <a href="/free" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Free Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Free Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/solution-generator" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Solution Generator" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Solution Generator </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/tutorials?doctype=quickstart" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Quickstarts" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Quickstarts </span> </a> </li> <li class="devsite-nav-item"> <a href="/blog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blog" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Blog </span> </a> </li> <li class="devsite-nav-item"> <a href="/learn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Learning Hub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Learning Hub </span> </a> </li> <li class="devsite-nav-item"> <a href="/certification" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud certification" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud certification </span> </a> </li> <li class="devsite-nav-item"> <a href="/discover" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud computing basics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud computing basics </span> </a> </li> <li class="devsite-nav-item"> <a href="/architecture" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Architecture Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Architecture Center </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Connect </span> </span> </li> <li class="devsite-nav-item"> <a href="/innovators/innovatorsplus" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Innovators" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Innovators </span> </a> </li> <li class="devsite-nav-item"> <a href="/developers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Developer Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/events" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Events and webinars" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Events and webinars </span> </a> </li> <li class="devsite-nav-item"> <a href="/communities" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Community" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Community </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Consulting and Partners </span> </span> </li> <li class="devsite-nav-item"> <a href="/consulting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Consulting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Consulting </span> </a> </li> <li class="devsite-nav-item"> <a href="/marketplace" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Marketplace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Marketplace </span> </a> </li> <li class="devsite-nav-item"> <a href="/partners" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud partners" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud partners </span> </a> </li> <li class="devsite-nav-item"> <a href="https://partners.cloud.google.com" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Become a partner" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Become a partner </span> </a> </li> </ul> </div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" id="main-content" class="devsite-main-content" > <div class="devsite-sidebar"> <div class="devsite-sidebar-content"> <devsite-toc class="devsite-nav" role="navigation" aria-label="On this page" depth="2" scrollbars disabled></devsite-toc> <devsite-recommendations-sidebar class="nocontent devsite-nav"> </devsite-recommendations-sidebar> </div> </div> <devsite-content> <article class="devsite-article"><style> /* Styles inlined from /css/pricing-table.css */ html, body { padding-bottom: 35px !important; } .flex-d { display: flex; } .flex-1 { flex: 1; } devsite-iframe iframe[src*=\.frame] { height: inherit; } .table-bar { align-items: center; background-color: #2B85E7; box-sizing: border-box; color: rgba(255, 255, 255, 0.870588); display: flex; flex-direction: row; height: 64px; line-height: 28px; margin: 0; overflow: hidden; padding: 0 16px; } /* Override material css */ .table-bar md-select:not([disabled]):focus .md-select-value { color: inherit; } .table-bar .separator, .table-bar .seperator { background-color: rgba(0,0,0,0.15); display: none; height: 32px; margin: 0 20px; width: 1px; } table.table-accelerators td:first-child { min-width:280px; } /* aside css */ [dir=ltr] body[layout=full] #cloud-site aside { margin-top: 15px; padding: 15px 40px; } [dir=ltr] #cloud-site aside:before { margin-left: -24px; } #cloud-site aside p { margin: 0 10px; } .contact-sales_module { padding: 0 24px; } @media only screen and (min-width: 480px) { .table-bar .separator, .table-bar .seperator { display: block; } } .table-bar .spacer { display: none; } @media only screen and (min-width: 480px) { .table-bar .spacer { display: block; } } .table-bar md-select { flex-grow: 1; margin: 0 20px 0 0; min-width: 70px; } @media only screen and (min-width: 480px) { .table-bar md-select { flex-grow: 0; margin-right: 0; min-width: 150px; } } @media only screen and (min-width: 721px) { .table-bar md-select { min-width: 90px; } } @media only screen and (min-width: 768px) { .table-bar md-select { min-width: 140px; } } @media only screen and (min-width: 1024px) { .table-bar md-select { min-width: 180px; } } .table-bar md-switch { margin-left: 12px; margin-right: 4px; } .table-bar .rate { opacity: 0.7; } .table-bar .rate.selected { opacity: 1; } table td { background: #fff; padding: 15px 16px; } table thead tr th { background: #eee; color: #333; font-weight: normal; padding: 20px 16px; } table thead tr th code { color: #78909d; } table thead tr th :link, table thead tr th :visited, table thead tr th a, table thead tr th a:active, table thead tr th a:visited { color: inherit; } .devsite-table-wrapper { box-shadow: 0 1px 2px rgba(0,0,0,0.5); } #cloud-site .devsite-table-wrapper { box-shadow: none; } .table-vertical-align-center { vertical-align: middle; } /* Unknown reason why the md-select dropdown does not position correctly against the md-select * input. Making the md-select dropdown appear above the .devsite-top-section-wrapper to * at least allow user interaction */ .md-select-menu-container.md-active { z-index: 10008; } md-select-menu { max-height: 226px; } md-select-menu md-content { max-height: 182px; } </style> <div class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://cloud.google.com/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="Google Cloud" > Home </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://cloud.google.com/vertex-ai" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="2" track-type="globalNav" track-name="breadcrumb" track-metadata-position="2" track-metadata-eventdetail="Vertex AI" > Vertex AI </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://cloud.google.com/vertex-ai/docs" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="3" track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="Vertex AI" > Documentation </a> </li> </ul> </div> <devsite-feedback position="header" project-name="Vertex AI" product-id="5164350" bucket="Documentation" context="" version="t-devsite-webserver-20250325-r00-rc00.467908203927993877" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-actions" data-nosnippet><devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <article id="cloud-site"> <nav class="cloud-jump-menu " data-cloud-menu-label="Pricing" > </nav> <div class="cloud-jump-content"> <div class="cloud-section"> <h1 class="cloud-headline1 cloud-jump-section" id="vertex-ai-pricing" data-text="Vertex AI pricing" tabindex="-1">Vertex AI pricing</h1> <p></p> <p>Prices are listed in US Dollars (USD). If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </p> <h2 id="compare-legacy" class="cloud-jump-section cloud-headline2" data-text="Vertex AI pricing compared to legacy product pricing" tabindex="-1">Vertex AI pricing compared to legacy product pricing</h2> <p>The costs for Vertex AI remain the same as they are for the legacy AI Platform and AutoML products that Vertex AI supersedes, with the following exceptions:</p> <ul> <li><p>Legacy AI Platform Prediction and AutoML Tables predictions supported lower-cost, lower-performance machine types that aren't supported for Vertex AI Prediction and AutoML tabular.</p></li> <li><p>Legacy AI Platform Prediction supported <a href="/ai-platform/prediction/docs/machine-types-online-prediction#automatic_scaling">scale-to-zero</a>, which isn't supported for Vertex AI Prediction.</p></li> </ul> <p>Vertex AI also offers more ways to optimize costs, such as the following:</p> <ul> <li><p><a href="/blog/topics/developers-practitioners/speed-model-inference-vertex-ai-predictions-optimized-tensorflow-runtime">Optimized TensorFlow runtime</a>.</p></li> <li><p>Support for <a href="/vertex-ai/docs/predictions/model-co-hosting">co-hosting models</a>.</p></li> <li><p>No minimum usage duration for Training and Prediction. Instead, usage is charged in 30 second increments.</p></li> </ul> <h2 id="generative_ai_models" class="cloud-jump-section cloud-headline2" data-text="Pricing for Generative AI on Vertex AI" tabindex="-1">Pricing for Generative AI on Vertex AI</h2> <p>For Generative AI on Vertex AI pricing information, see <a href="/vertex-ai/generative-ai/pricing">Pricing for Generative AI on Vertex AI</a>.</p> <h2 id="automl_models" class="cloud-jump-section cloud-headline2" data-text="Pricing for AutoML models" tabindex="-1">Pricing for AutoML models</h2> <p>For Vertex AI AutoML models, you pay for three main activities:</p> <ul> <li>Training the model</li> <li>Deploying the model to an endpoint</li> <li>Using the model to make predictions</li> </ul> <p>Vertex AI uses predefined machine configurations for Vertex AutoML models, and the hourly rate for these activities reflects the resource usage.</p> <p>The time required to train your model depends on the size and complexity of your training data. Models must be deployed before they can provide online predictions or online explanations.</p> <p>You pay for each model deployed to an endpoint, even if no prediction is made. You must undeploy your model to stop incurring further charges. Models that are not deployed or have failed to deploy are not charged.</p> <p>You pay only for compute hours used; if training fails for any reason other than a user-initiated cancellation, you are not billed for the time. You are charged for training time if you cancel the operation.</p> <p>Select a model type below for pricing information.</p> <div> <devsite-selector> <section> <h3 id="image-data" data-text="Image data" tabindex="-1">Image data</h3> <table> <thead> <tr> <th>Operation</th> <th>Price per node hour (classification)</th> <th>Price per node hour (object detection)</th> </tr> </thead> <tbody> <tr> <td>Training</td> <td>$3.465</td> <td>$3.465</td> </tr> <tr> <td>Training (Edge on-device model)</td> <td>$18.00</td> <td>$18.00</td> </tr> <tr> <td>Deployment and online prediction</td> <td>$1.375</td> <td>$2.002</td> </tr> <tr> <td>Batch prediction</td> <td>$2.222</td> <td>$2.222</td> </tr> </tbody> </table> </section> <section> <h3 id="video-data" data-text="Video data" tabindex="-1">Video data</h3> <table> <thead> <tr> <th>Operation</th> <th>Price per node hour (classification, object tracking)</th> <th>Price per node hour (action recognition)</th> </tr> </thead> <tbody> <tr> <td>Training</td> <td>$3.234</td> <td>$3.300</td> </tr> <tr> <td>Training (Edge on-device model)</td> <td>$10.78</td> <td>$11.00</td> </tr> <tr> <td>Predictions</td> <td>$0.462</td> <td>$0.550</td> </tr> </tbody> </table> </section> <section> <h3 id="tabular-data" data-text="Tabular data" tabindex="-1">Tabular data</h3> <table> <thead> <tr> <th>Operation</th> <th>Price per node hour for classification/regression</th> <th>Price for forecasting</th> </tr> </thead> <tbody> <tr> <td>Training</td> <td>$21.252</td> <td>Refer to <a href="/vertex-ai/pricing#forecast" track-type="inline link">Vertex AI Forecast</a></td> </tr> <tr> <td>Prediction</td> <td> Same price as <a href="#prediction-prices" track-type="inline link">predictions for custom-trained models.</a><br>Vertex AI performs batch prediction using 40 <code translate="no" dir="ltr">n1-highmem-8</code> machines. </td> <td>Refer to <a href="/vertex-ai/pricing#forecast" track-type="inline link">Vertex AI Forecast</a></td> </tr> </tbody> </table> </section> <section> <h3 id="text-data" data-text="Text data" tabindex="-1">Text data</h3> <aside class="caution">Starting on September 15, 2024, you can only customize classification, entity extraction, and sentiment analysis objectives by moving to Vertex AI Gemini prompts and tuning. Training or updating models for Vertex AI AutoML for Text classification, entity extraction, and sentiment analysis objectives will no longer be available. You can continue using existing Vertex AI AutoML Text models until June 15, 2025. For a comparison of AutoML text and Gemini, see <a href="/vertex-ai/docs/start/automl-gemini-comparison">Gemini for AutoML text users</a>. For more information about how Gemini offers enhanced user experience through improved prompting capabilities, see <a href="/vertex-ai/generative-ai/docs/models/tune-gemini-overview">Introduction to tuning</a>. To get started with tuning, see <a href="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn">Model tuning for Gemini text models</a></aside> <table> <thead> <tr> <th>Operation</th> <th>Price</th> </tr> </thead> <tbody> <tr> <td>Legacy data upload (PDF only)</td> <td> <p>First 1,000 pages free each month</p> <p>$1.50 per 1,000 pages</p> <p>$0.60 per 1,000 pages over 5,000,000</p> </td> </tr> <tr> <td>Training</td> <td>$3.30 per hour</td> </tr> <tr> <td>Deployment</td> <td>$0.05 per hour</td> </tr> <tr> <td>Prediction</td> <td> <p>$5.00 per 1,000 text records</p> <p>$25.00 per 1,000 document pages, such as PDF files (legacy only)</p> </td> </tr> </tbody> </table> <p> Prices for Vertex AutoML text prediction requests are computed based on the number of text records you send for analysis. A <i>text record</i> is plain text of up to 1,000 Unicode characters (including whitespace and any markup such as HTML or XML tags).</p> <p> If the text provided in a prediction request contains more than 1,000 characters, it counts as one text record for each 1,000 characters. For example, if you send three requests that contain 800, 1,500, and 600 characters respectively, you would be charged for four text records: one for the first request (800), two for the second request (1,500), and one for the third request (600). </p> </section> </devsite-selector> </div> <p><strong>Prediction charges for Vertex Explainable AI</strong></p> <p>Compute associated with Vertex Explainable AI is charged at same rate as prediction. However, explanations take longer to process than normal predictions, so heavy usage of Vertex Explainable AI along with auto-scaling could result in more nodes being started, which would increase prediction charges.</p> <h2 id="forecast" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Forecast" tabindex="-1">Vertex AI Forecast</h2> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 track-type="inline link" id="automl" data-text=" AutoML " tabindex="-1"> AutoML </h3><table> <thead> <tr> <th>Stage</th> <th>Pricing</th> </tr> </thead> <tbody> <tr> <td><strong>Prediction</strong></td> <td>$0.2 per 1K data points* (0-1M points)<br>$0.1 per 1K data points* (1M-50M points)<br>$0.02 per 1K data points* (>50M points)</td> </tr> <tr> <td><strong>Training</strong></td> <td>$21.25/hr in all regions</td> </tr> <tr> <td><nobr><strong>Explainable AI</strong></nobr></td> <td>Explainability using Shapley values. Refer to <a href="/vertex-ai/pricing#prediction-prices" track-type="inline link">Vertex AI Prediction and Explanation</a> pricing page.</td> </tr> </tbody> </table> <p>* A prediction data point is one time point in the forecast horizon. For example, with daily granularity a 7-day horizon is 7 points per each time series.</p> <ul> <li>Up to 5 prediction quantiles can be included at no additional cost.</li> <li>The number of data points consumed per tier is refreshed monthly.</li> </ul></section> <section><h3 track-type="inline link" id="arima+" data-text=" ARIMA+ " tabindex="-1"> ARIMA+ </h3><table> <thead> <tr> <th>Stage</th> <th>Pricing</th> </tr> </thead> <tbody> <tr> <td><strong>Prediction</strong></td> <td><a href="/bigquery-ml/pricing" track-type="inline link">$5.00 per TB</a></td> </tr> <tr> <td><strong>Training</strong></td> <td><a href="/bigquery-ml/pricing" track-type="inline link">$250.00 per TB</a> x Number of Candidate Models x Number of Backtesting Windows*</td> </tr> <tr> <td><nobr><strong>Explainable AI</strong></nobr></td> <td>Explainability with time series decomposition does not add any additional cost. Explainability using Shapley values is not supported.</td> </tr> </tbody> </table> <p>Refer to the <a href="/bigquery-ml/pricing" track-type="inline link">BigQuery ML pricing page</a> for additional details. Each training and prediction job incurs the cost of 1 managed pipeline run, as described in <a href="/vertex-ai/pricing#pipelines" track-type="inline link">Vertex AI pricing</a>.</p> <p>* A backtesting window is created for each period in the test set. The AUTO_ARIMA_MAX_ORDER used determines the number of candidate models. It ranges from 6-42 for models with multiple time series.</p></section> </div> <h2 id="custom-trained_models" class="cloud-jump-section cloud-headline2" data-text="Custom-trained models" tabindex="-1">Custom-trained models</h2> <h3 id="training" data-text="Training" tabindex="-1">Training</h3> <p>The tables below provide the approximate <em>price per hour</em> of various training configurations. You can choose a custom configuration of selected <a href="/vertex-ai/docs/training/configure-compute" track-type="inline link">machine types</a>. To calculate pricing, sum the costs of the virtual machines you use.</p> <p>If you use Compute Engine machine types and attach accelerators, the cost of the accelerators is separate. To calculate this cost, multiply the prices in the table of accelerators below by how many machine hours of each type of accelerator you use.</p> <h3 id="machine_types" data-text="Machine types" tabindex="-1">Machine types</h3> <p>You can use Spot VMs with Vertex AI custom training. <a href="/compute/docs/instances/spot">Spot VMs</a> are billed according to <a href="/spot-vms/pricing">Compute Engine Spot VMs pricing</a>. There are Vertex AI custom training management fees in addition to your infrastructure usage, captured in the following tables.</p> <p>You can use Compute Engine reservations with Vertex AI custom training. When using Compute Engine reservations, you're billed according to <a href="/compute/all-pricing">Compute Engine Pricing</a>, including any applicable committed use discounts (CUDs). There are Vertex AI custom training management fees in addition to your infrastructure usage, captured in the following tables.</p>  <div> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_bf735387278dcd352c97ad5f60e5c12ffae1919d882201520d972fa995ded051.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe></p> <p></div>  <small> <sup>*</sup>This amount includes GPU price, since this instance type always requires a fixed number of GPU accelerators. </small><br/> <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <h3 id="accelerators" data-text="Accelerators" tabindex="-1">Accelerators</h3> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Machine type', 'Price per hour (USD)', 'Vertex Management Fee']}, {'cells': ['NVIDIA_TESLA_A100', {'taxonomy': 'GCP.Compute.GPUs.GPUs_On_Demand.A100.GpuNvidiaTeslaA100', 'format': '%{price}%', 'decimalPlaces': 6}, {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Training.Management_Fee.A100.Traininggputimepremiumnvidiateslaa100', 'format': '%{price}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_TESLA_A100_80GB', {'taxonomy': 'GCP.Compute.GPUs.GPUs_On_Demand.A10080GB.GpuNvidiaTeslaA10080GB', 'format': '%{price}%', 'decimalPlaces': 6}, {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Training.Management_Fee.A100.Traininggputimepremiumnvidiaa10080gb', 'format': '%{price}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_H100_80GB', {'taxonomy': 'GCP.Compute.GPUs.GPUs_On_Demand.H100.GPU.GpuNvidiaH10080GB', 'format': '%{price}%', 'decimalPlaces': 6}, {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Training.Management_Fee.H100.Traininggputimepremiumnvidiah10080gb', 'format': '%{price}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_TESLA_L4', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Training.Training.L4.Traininggputimenvidial4', 'format': '%{price}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['NVIDIA_TESLA_P4', {'priceByRegion': {'uscentral1': '0.60', 'useast4': '0.60', 'northamericanortheast1': '0.60', 'asiasoutheast1': '0.65', 'australiasoutheast1': '0.65', 'europewest4': '0.65', 'uswest2': '0.72'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['NVIDIA_TESLA_P100', {'priceByRegion': {'uscentral1': '1.46', 'uswest1': '1.46', 'useast1': '1.46', 'australiasoutheast1': '1.60', 'asiaeast1': '1.60', 'europewest1': '1.60', 'europewest4': '1.60'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['NVIDIA_TESLA_T4', {'priceByRegion': {'uscentral1': '0.35', 'uswest1': '0.35', 'useast4': '0.35', 'useast1': '0.35', 'asiasoutheast1': '0.37', 'australiasoutheast1': '0.44', 'asiaeast1': '0.35', 'asianortheast1': '0.37', 'asianortheast3': '0.37', 'europewest1': '0.35', 'europewest2': '0.41', 'europewest4': '0.35', 'uswest2': '0.41'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['NVIDIA_TESLA_V100', {'priceByRegion': {'uscentral1': '2.48', 'uswest1': '2.48', 'useast1': '2.48', 'asiaeast1': '2.48', 'europewest4': '2.55'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['TPU_V2 Single (8 cores)', {'priceByRegion': {'uscentral1': '4.5', 'europewest4': '4.95', 'asiaeast1': '5.22'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['TPU_V2 Pod (32 cores)<sup>*</sup>', {'priceByRegion': {'uscentral1': '24', 'europewest4': '24'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['TPU_V3 Single (8 cores)', {'priceByRegion': {'uscentral1': '8', 'europewest4': '8.8'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}, {'cells': ['TPU_V3 Pod (32 cores)<sup>*</sup>', {'priceByRegion': {'uscentral1': '32', 'europewest4': '32'}, 'format': '%{price * 1.15}%', 'decimalPlaces': 6}, 'Unavailable']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2,eur7"> </cloudx-pricing-table> <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/> <small>* The price for training using a Cloud TPU Pod is based on the number of cores in the Pod. The number of cores in a pod is always a multiple of 32. To determine the price of training on a Pod that has more than 32 cores, take the price for a 32-core Pod, and multiply it by the number of cores, divided by 32. For example, for a 128-core Pod, the price is <code translate="no" dir="ltr">(32-core Pod price) * (128/32)</code>. For information about which Cloud TPU Pods are available for a specific region, see <a href="/tpu/docs/system-architecture-tpu-vm" track-type="inline link">System Architecture</a> in the Cloud TPU documentation.</small></p> <h3 id="disks" data-text="Disks" tabindex="-1">Disks</h3>  <div> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_635a870eb8b9d9ad6cfbafb41c6a45ade7bc9a514b0d120d00c50ff13cb349ec.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe></p> <p></div>  <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <ul> <li>All use is subject to the <a href="/vertex-ai/docs/quotas" track-type="inline link">Vertex AI quota</a> policy.</li> <li>You are required to store your data and program files in Google Cloud Storage buckets during the Vertex AI lifecycle. See <a href="#gcs" track-type="inline link">more about Cloud Storage usage</a>.</li> </ul> <p>You are charged for training your models from the moment when resources are provisioned for a job until the job finishes.</p> <aside class="warning"><strong>Warning:</strong><span> Your training jobs are limited by the Vertex AI quota policy. If you choose a very powerful processing cluster for your first training jobs, it's likely you will exceed your quota.</span></aside> <h4 id="scale_tiers_for_predefined_configurations" data-text="Scale tiers for predefined configurations (AI Platform Training)" tabindex="-1">Scale tiers for predefined configurations (AI Platform Training)</h4> <p>You can control the type of processing cluster to use when training your model. The simplest way is to choose from one of the predefined configurations called <em>scale tiers</em>. Read more about <a href="/ai-platform/training/docs/machine-types" track-type="inline link">scale tiers</a>.</p> <h4 id="machine_types_for_custom_configurations" data-text="Machine types for custom configurations" tabindex="-1">Machine types for custom configurations</h4> <p>If you use Vertex AI or select <code translate="no" dir="ltr">CUSTOM</code> as your scale tier for AI Platform Training, you have control over the number and type of virtual machines to use for the cluster's master, worker and parameter servers. Read more about <a href="/vertex-ai/docs/training/configure-compute" track-type="inline link">machine types for Vertex AI</a> and <a href="/ai-platform/training/docs/machine-types" track-type="inline link">machine types for AI Platform Training</a>.</p> <p>The cost of training with a custom processing cluster is the sum of all the machines you specify. You are charged for the total time of the job, not for the active processing time of individual machines.</p> <h2 id="gen_ai_evaluation_service" class="cloud-jump-section cloud-headline2" data-text="Gen AI Evaluation Service" tabindex="-1">Gen AI Evaluation Service</h2> <p>Vertex AI Gen AI Evaluation Service charges string input and output fields by every 1,000 characters. One character is defined as one Unicode character. White space is excluded from the count. Failed evaluation request, including filtered response, will not be charged for input nor output. At the end of each billing cycle, fractions of one cent ($0.01) are rounded to one cent.</p> <p>Gen AI Evaluation Service is generally available (GA). Pricing took effect on September 27, 2024.</p> <table class="style0"> <thead> <tr> <th>Metric</th> <th>Pricing</th> </tr> </thead> <tbody> <tr> <td>Pointwise</td> <td>Input: $0.005 per 1k characters<br>Output: $0.015 per 1k characters</td> </tr> <tr> <td>Pairwise</td> <td>Input: $0.005 per 1k characters<br>Output: $0.015 per 1k characters</td> </tr> </tbody> </table> <p>Computation-based metrics are charged at $0.00003 per 1k characters for input and $0.00009 per 1k characters for output. They are referred to as Automatic Metric in SKU.</p> <table class="style0"> <thead> <tr> <th><strong>Metric Name</strong></th> <th><strong>Type</strong></th> </tr> </thead> <tbody> <tr> <td>Exact Match</td> <td>Computation-based</td> </tr> <tr> <td>Bleu</td> <td>Computation-based</td> </tr> <tr> <td>Rouge</td> <td>Computation-based</td> </tr> <tr> <td>Tool Call Valid</td> <td>Computation-based</td> </tr> <tr> <td>Tool Name Match</td> <td>Computation-based</td> </tr> <tr> <td>Tool Parameter Key Match</td> <td>Computation-based</td> </tr> <tr> <td>Tool Parameter KV Match</td> <td>Computation-based</td> </tr> </tbody> </table> <p><small>Prices are listed in US Dollars (USD). If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <p>Legacy model-based metrics are charged at $0.005 per 1k characters for input and $0.015 per 1k characters for output. <table class="style0"> <thead> <tr> <th><strong>Metric Name</strong></th> <th><strong>Type</strong></th> </tr> </thead> <tbody> <tr> <td>Coherence</td> <td>Pointwise</td> </tr> <tr> <td>Fluency</td> <td>Pointwise</td> </tr> <tr> <td>Fulfillment</td> <td>Pointwise</td> </tr> <tr> <td>Safety</td> <td>Pointwise</td> </tr> <tr> <td>Groundedness</td> <td>Pointwise</td> </tr> <tr> <td>Summarization Quality</td> <td>Pointwise</td> </tr> <tr> <td>Summarization Helpfulness</td> <td>Pointwise</td> </tr> <tr> <td>Summarization Verbosity</td> <td>Pointwise</td> </tr> <tr> <td>Question Answering Quality</td> <td>Pointwise</td> </tr> <tr> <td>Question Answering Relevance</td> <td>Pointwise</td> </tr> <tr> <td>Question Answering Helpfulness</td> <td>Pointwise</td> </tr> <tr> <td>Question Answering Correctness</td> <td>Pointwise</td> </tr> <tr> <td>Pairwise Summarization Quality</td> <td>Pairwise</td> </tr> <tr> <td>Pairwise Question Answering Quality</td> <td>Pairwise</td> </tr> </tbody> </table> <small>Prices are listed in US Dollars (USD). If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h2 id="agent_engine" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Agent Engine" tabindex="-1">Vertex AI Agent Engine</h2> <p>Pricing is based on compute (vCPU hours) and memory (GiB hours) resources used by the agents that are deployed to the Agent Engine managed runtime.</p> <p><cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Resource', 'Cost']}, {'cells': ['vCPU', {'priceByRegion': {'uscentral1': '0.0994', 'europewest1': '0.0994', 'europesouthwest1': '0.0994', 'uswest1': '0.0994', 'asiaeast1': '0.0994', 'asianortheast1': '0.0994'}, 'format': '%{price}% per vCPU', 'decimalPlaces': 4}]}, {'cells': ['RAM', {'priceByRegion': {'uscentral1': '0.0105', 'europewest1': '0.0105', 'europesouthwest1': '0.0105', 'uswest1': '0.0105', 'asiaeast1': '0.0105', 'asianortheast1': '0.0105'}, 'format': '%{price}% per GB', 'decimalPlaces': 4}]}]}" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2,eur7"> </cloudx-pricing-table></p> <h2 id="ray_on_vertex_ai" class="cloud-jump-section cloud-headline2" data-text="Ray on Vertex AI" tabindex="-1">Ray on Vertex AI</h2> <h3 id="training" data-text="Training" tabindex="-1">Training</h3> <p>The tables below provide the approximate <em>price per hour</em> of various training configurations. You can choose a custom configuration of selected <a href="/vertex-ai/docs/training/configure-compute" track-type="inline link">machine types</a>. To calculate pricing, sum the costs of the virtual machines you use.</p> <p>If you use Compute Engine machine types and attach accelerators, the cost of the accelerators is separate. To calculate this cost, multiply the prices in the table of accelerators below by how many machine hours of each type of accelerator you use.</p> <h3 id="machine_types_2" data-text="Machine types" tabindex="-1">Machine types</h3>  <div> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_b6c2cb8c95846714c3f575129ea4339b4fddb4a2e4ec9ee4472f28d8648d7223.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe></p> <p></div>  <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <h3 id="accelerators_2" data-text="Accelerators" tabindex="-1">Accelerators</h3> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Machine type', 'Price per hour (USD)']}, {'cells': ['NVIDIA_TESLA_A100', {'priceByRegion': {'uscentral1': '2.934', 'asiasoutheast1': '3.102', 'europewest4': '2.934'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_TESLA_A100_80GB', {'priceByRegion': {'uscentral1': '4.517292', 'useast4': '5.08782655', 'asiasoutheast1': '5.5729828', 'europewest4': '4.97399035'}, 'format': '%{price}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_H100_80GB', {'priceByRegion': {'uswest1': '11.75586073', 'uscentral1': '11.75586073'}, 'format': '%{price}%', 'decimalPlaces': 8}]}, {'cells': ['NVIDIA_TESLA_P4', {'priceByRegion': {'uscentral1': '0.60', 'useast4': '0.60', 'northamericanortheast1': '0.60', 'asiasoutheast1': '0.65', 'australiasoutheast1': '0.65', 'europewest4': '0.65', 'uswest2': '0.72'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_TESLA_P100', {'priceByRegion': {'uscentral1': '1.46', 'uswest1': '1.46', 'useast1': '1.46', 'australiasoutheast1': '1.60', 'asiaeast1': '1.60', 'europewest1': '1.60', 'europewest4': '1.60'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_TESLA_T4', {'priceByRegion': {'uscentral1': '0.35', 'uswest1': '0.35', 'useast4': '0.35', 'useast1': '0.35', 'asiasoutheast1': '0.37', 'australiasoutheast1': '0.44', 'asiaeast1': '0.35', 'asianortheast1': '0.37', 'asianortheast3': '0.37', 'europewest1': '0.35', 'europewest2': '0.41', 'europewest4': '0.35', 'uswest2': '0.41'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['NVIDIA_TESLA_V100', {'priceByRegion': {'uscentral1': '2.48', 'uswest1': '2.48', 'useast1': '2.48', 'asiaeast1': '2.48', 'europewest4': '2.55'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['TPU_V2 Single (8 cores)', {'priceByRegion': {'uscentral1': '4.5', 'europewest4': '4.95', 'asiaeast1': '5.22'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['TPU_V2 Pod (32 cores)<sup>*</sup>', {'priceByRegion': {'uscentral1': '24', 'europewest4': '24'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['TPU_V3 Single (8 cores)', {'priceByRegion': {'uscentral1': '8', 'europewest4': '8.8'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}, {'cells': ['TPU_V3 Pod (32 cores)<sup>*</sup>', {'priceByRegion': {'uscentral1': '32', 'europewest4': '32'}, 'format': '%{price * 1.20}%', 'decimalPlaces': 6}]}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2,eur7"> </cloudx-pricing-table> <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <p>* The price for training using a Cloud TPU Pod is based on the number of cores in the Pod. The number of cores in a pod is always a multiple of 32. To determine the price of training on a Pod that has more than 32 cores, take the price for a 32-core Pod, and multiply it by the number of cores, divided by 32. For example, for a 128-core Pod, the price is <code translate="no" dir="ltr">(32-core Pod price) * (128/32)</code>. For information about which Cloud TPU Pods are available for a specific region, see <a href="/tpu/docs/system-architecture-tpu-vm" track-type="inline link">System Architecture</a> in the Cloud TPU documentation.</p> <h3 id="disks_2" data-text="Disks" tabindex="-1">Disks</h3>  <div> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_6b7621dd659e3f7e5982b9aa0e9f42e7699c236df23c1bc755407fcbd4a65e90.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe></p> <p></div>  <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <ul> <li>All use is subject to the <a href="/vertex-ai/docs/quotas" track-type="inline link">Vertex AI quota</a> policy.</li> <li>You are required to store your data and program files in Google Cloud Storage buckets during the Vertex AI lifecycle. See <a href="#gcs" track-type="inline link">more about Cloud Storage usage</a>.</li> </ul> <p>You are charged for training your models from the moment when resources are provisioned for a job until the job finishes.</p> <aside class="warning"><strong>Warning:</strong><span> Your training jobs are limited by the Vertex AI quota policy. If you choose a very powerful processing cluster for your first training jobs, it's likely you will exceed your quota.</span></aside> <h2 id="prediction-prices" class="cloud-jump-section cloud-headline2" data-text="Prediction and explanation" tabindex="-1">Prediction and explanation</h2> <p>The following tables provide the prices of batch prediction, online prediction, and online explanation per <em>node hour</em>. A node hour represents the time a virtual machine spends running your prediction job or waiting in an active state (an endpoint with one or more models deployed) to handle prediction or explanation requests.</p> <p>You can use Spot VMs with Vertex AI prediction. <a href="/compute/docs/instances/spot">Spot VMs</a> are billed according to <a href="/spot-vms/pricing">Compute Engine Spot VMs pricing</a>. There are Vertex AI prediction management fees in addition to your infrastructure usage, captured in the following tables.</p> <p>You can use Compute Engine reservations with Vertex AI prediction. When using Compute Engine reservations, you're billed according to <a href="/compute/all-pricing">Compute Engine Pricing</a>, including any applicable committed use discounts (CUDs). There are Vertex AI prediction management fees in addition to your infrastructure usage, captured in the following tables.</p> <p>Choose a region to view its pricing table:</p> <ul> <li><a href="#pred_americas">The Americas</a></li> <li><a href="#pred_eur">Europe</a></li> <li><a href="#pred_apac">Asia Pacific</a></li> <li><a href="#pred_me">Middle east</a></li> </ul> <h3 id="pred_americas" data-text="Pricing for the Americas" tabindex="-1">Pricing for the Americas</h3> <p>The following tables provide the price per node hour for each machine type.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="e2-series" data-text="E2 Series" tabindex="-1">E2 Series</h3><p> <code translate="no" dir="ltr">e2-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.0926</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.0868</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.0868</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.0848</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.0848</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.1223</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.0771</td></tr></table> <code translate="no" dir="ltr">e2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.1851</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.1736</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.1736</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.1697</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.1697</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.2446</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.1541</td></tr></table> <code translate="no" dir="ltr">e2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.3702</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.3471</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.3471</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.3393</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.3393</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.4893</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.3082</td></tr></table> <code translate="no" dir="ltr">e2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.7405</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.6942</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.6942</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.6787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.6787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.9786</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.6165</td></tr></table> <code translate="no" dir="ltr">e2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$1.4809</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$1.3885</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$1.3885</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$1.3574</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$1.3574</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$1.9572</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$1.2329</td></tr></table> <code translate="no" dir="ltr">e2-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.1249</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.1171</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.1171</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.1144</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.1144</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.165</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.1039</td></tr></table> <code translate="no" dir="ltr">e2-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.2497</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.2341</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.2341</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.2289</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.2289</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.33</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.2079</td></tr></table> <code translate="no" dir="ltr">e2-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.4994</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.4682</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.4682</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.4578</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.4578</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.66</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.4158</td></tr></table> <code translate="no" dir="ltr">e2-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.9989</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.9365</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.9365</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.9155</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.9155</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$1.3201</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.8316</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.0683</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.0641</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.0641</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.0626</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.0626</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.0903</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.0569</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.1367</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.1281</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.1281</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.1253</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.1253</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.1806</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.1138</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.2733</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.2563</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.2563</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.2505</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.2505</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.3612</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.2276</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$0.5467</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$0.5126</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.5126</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.501</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$0.501</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$0.7225</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.4551</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west2</code></td><td translate="no">$1.0933</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west4</code></td><td translate="no">$1.0252</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$1.0252</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$1.0021</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast2</code></td><td translate="no">$1.0021</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica-east1</code></td><td translate="no">$1.4449</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.9102</td></tr></table></p></section> <section><h3 id="n1-series" data-text="N1 Series" tabindex="-1">N1 Series</h3><p> <code translate="no" dir="ltr">n1-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.123</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.1203</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.1093</td></tr></table> <code translate="no" dir="ltr">n1-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.2461</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.2405</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.2186</td></tr></table> <code translate="no" dir="ltr">n1-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.4922</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.4811</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.4372</td></tr></table> <code translate="no" dir="ltr">n1-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.9843</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.9622</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.8744</td></tr></table> <code translate="no" dir="ltr">n1-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$1.9687</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$1.9243</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$1.7488</td></tr></table> <code translate="no" dir="ltr">n1-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.1532</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.1498</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.1361</td></tr></table> <code translate="no" dir="ltr">n1-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.3064</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.2995</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.2723</td></tr></table> <code translate="no" dir="ltr">n1-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.6129</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.5991</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.5445</td></tr></table> <code translate="no" dir="ltr">n1-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$1.2257</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$1.1982</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$1.089</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.0918</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.0897</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.0815</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.1835</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.1794</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.163</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.3671</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.3588</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.326</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$0.7341</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$0.7176</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$0.6519</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$1.4683</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica-northeast1</code></td><td translate="no">$1.4352</td></tr><tr><td style="width:70%">Other Americas regions</td><td translate="no">$1.3039</td></tr></table></p></section> <section><h3 id="n2-series" data-text="N2 Series" tabindex="-1">N2 Series</h3><p> <code translate="no" dir="ltr">n2-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.123</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.123</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.1773</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1117</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1117</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1258</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.1318</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1117</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.1341</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.1341</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1258</td></tr></table> <code translate="no" dir="ltr">n2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.2459</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.2459</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.3546</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.2234</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.2234</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.2516</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.2636</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.2234</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.2683</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.2683</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.2516</td></tr></table> <code translate="no" dir="ltr">n2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.4918</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.4918</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.7091</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.4467</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.4467</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.5031</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.5272</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.4467</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.5366</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.5366</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.5031</td></tr></table> <code translate="no" dir="ltr">n2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.9836</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.9836</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$1.4183</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.8935</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.8935</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.0063</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$1.0543</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.8935</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$1.0732</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$1.0732</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.0062</td></tr></table> <code translate="no" dir="ltr">n2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.9673</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$1.9673</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$2.8365</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$2.0126</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$2.1087</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$2.1464</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$2.1464</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$2.0125</td></tr></table> <code translate="no" dir="ltr">n2-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.1659</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.1659</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.2392</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1507</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1507</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1697</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.1778</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1507</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.181</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.181</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1697</td></tr></table> <code translate="no" dir="ltr">n2-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.3317</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.3317</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.4783</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.3013</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.3013</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.3394</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.3556</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.3013</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.3619</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.3619</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.3393</td></tr></table> <code translate="no" dir="ltr">n2-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.6634</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.6634</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.9566</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.6027</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.6027</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.6787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.7112</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.6027</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.7239</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.7239</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.6787</td></tr></table> <code translate="no" dir="ltr">n2-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.3269</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$1.3269</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$1.9132</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.2053</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.2053</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.3574</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$1.4223</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.2053</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$1.4477</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$1.4477</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.3574</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.0908</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.0908</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.1309</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.0825</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.0825</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.0929</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.0973</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.0825</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.099</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.099</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.0929</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.1815</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.1815</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.2618</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1649</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1649</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1857</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.1946</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1649</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.1981</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.1981</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1857</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.3631</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.3631</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.5235</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.3298</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.3298</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.3715</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.3892</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.3298</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.3961</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.3961</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.3714</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.7262</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$0.7262</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$1.0471</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.6596</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.6596</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.7429</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$0.7783</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.6596</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.7923</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.7923</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.7429</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.4523</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast2</code></td><td translate="no">$1.4523</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$2.0941</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.3192</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.3192</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.4858</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_south1</code></td><td translate="no">$1.5567</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.3192</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$1.5846</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$1.5846</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.4858</td></tr></table></p></section> <section><h3 id="n2d-series" data-text="N2D Series" tabindex="-1">N2D Series</h3><p> <code translate="no" dir="ltr">n2d-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.107</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.1542</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.0972</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.0972</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1094</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.0972</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.1167</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1094</td></tr></table> <code translate="no" dir="ltr">n2d-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.2139</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.3085</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1943</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1943</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.2189</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1943</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.2334</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.2189</td></tr></table> <code translate="no" dir="ltr">n2d-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.4279</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.617</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.3887</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.3887</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.4377</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.3887</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.4668</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.4377</td></tr></table> <code translate="no" dir="ltr">n2d-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.8558</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$1.2339</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.7773</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.7773</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.8755</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.7773</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.9336</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.8755</td></tr></table> <code translate="no" dir="ltr">n2d-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.7116</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$2.4678</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.5547</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.5547</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.7509</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.5547</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$1.8673</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.7509</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.1443</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.2081</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1311</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1311</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1476</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1311</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.1574</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1476</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.2886</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.4161</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.2622</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.2622</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.2952</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.2622</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.3149</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.2952</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.5772</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.8323</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.5243</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.5243</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.5905</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.5243</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.6297</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.5905</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.1545</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$1.6646</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.0486</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.0486</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.181</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.0486</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$1.2595</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.181</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.079</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.1139</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.0717</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.0717</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.0808</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.0717</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.0862</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.0808</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.1579</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.2277</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1435</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1435</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1616</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1435</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.1723</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1616</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.3159</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.4555</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.2869</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.2869</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.3232</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.2869</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.3446</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.3232</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.6318</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.9109</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.5739</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.5739</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.6463</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.5739</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.6893</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.6463</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.2636</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$1.8219</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.1477</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.1477</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.2927</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.1477</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$1.3786</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.2927</td></tr></table></p></section> <section><h3 id="c2-series" data-text="C2 Series" tabindex="-1">C2 Series</h3><p> <code translate="no" dir="ltr">c2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.264</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.3812</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.24</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.24</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.2702</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.24</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.2884</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.2889</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.2702</td></tr></table> <code translate="no" dir="ltr">c2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$0.5281</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$0.7623</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.4801</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.4801</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.5405</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.4801</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$0.5768</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$0.5778</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.5405</td></tr></table> <code translate="no" dir="ltr">c2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.0562</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$1.5246</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.9601</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.9601</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.081</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.9601</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$1.1537</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$1.1555</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.081</td></tr></table> <code translate="no" dir="ltr">c2-standard-30</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$1.9803</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$2.8587</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.8002</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.8002</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$2.0269</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.8002</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$2.1631</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$2.1666</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$2.0269</td></tr></table> <code translate="no" dir="ltr">c2-standard-60</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">northamerica_northeast1</code></td><td translate="no">$3.9606</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">southamerica_east1</code></td><td translate="no">$5.7173</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$3.6004</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$3.6004</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$4.0537</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$3.6004</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west2</code></td><td translate="no">$4.3263</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west3</code></td><td translate="no">$4.3332</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$4.0537</td></tr></table></p></section> <section><h3 id="c2d-series" data-text="C2D Series" tabindex="-1">C2D Series</h3><p> <code translate="no" dir="ltr">c2d-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1044</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1044</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1176</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1044</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1176</td></tr></table> <code translate="no" dir="ltr">c2d-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.2088</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.2088</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.2352</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.2088</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.2352</td></tr></table> <code translate="no" dir="ltr">c2d-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.4177</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.4177</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.4704</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.4177</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.4704</td></tr></table> <code translate="no" dir="ltr">c2d-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.8353</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.8353</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.9408</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.8353</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.9408</td></tr></table> <code translate="no" dir="ltr">c2d-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.6707</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.6707</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.8815</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.6707</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.8815</td></tr></table> <code translate="no" dir="ltr">c2d-standard-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$2.9237</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$2.9237</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$3.2926</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$2.9237</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$3.2926</td></tr></table> <code translate="no" dir="ltr">c2d-standard-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$5.8474</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$5.8474</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$6.5853</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$5.8474</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$6.5853</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1408</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1408</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1586</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1408</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1586</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.2817</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.2817</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.3172</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.2817</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.3172</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.5634</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.5634</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.6344</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.5634</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.6344</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.1267</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.1267</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.2689</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.1267</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.2689</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$2.2534</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$2.2534</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$2.5377</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$2.2534</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$2.5377</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$3.9435</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$3.9435</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$4.441</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$3.9435</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$4.441</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$7.887</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$7.887</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$8.882</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$7.887</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$8.882</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.0862</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.0862</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.0971</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.0862</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.0971</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1724</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1724</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.1942</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.1724</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.1942</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.3448</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.3448</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.3884</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.3448</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.3884</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.6896</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.6896</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.7767</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$0.6896</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$0.7767</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.3793</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.3793</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.5534</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$1.3793</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$1.5534</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$2.4138</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$2.4138</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$2.7185</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$2.4138</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$2.7185</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$4.8275</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$4.8275</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$5.4369</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west1</code></td><td translate="no">$4.8275</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_west4</code></td><td translate="no">$5.4369</td></tr></table></p></section> <section><h3 id="c3-series" data-text="C3 Series" tabindex="-1">C3 Series</h3><p> <code translate="no" dir="ltr">c3-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.1982</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.1982</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.2232</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$0.3965</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$0.3965</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$0.4465</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-22</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$1.0903</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$1.0903</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$1.2278</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-44</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$2.1806</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$2.1806</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$2.4556</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-88</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$4.3613</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$4.3613</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$4.9113</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-176</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us_central1</code></td><td translate="no">$8.7226</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east1</code></td><td translate="no">$8.7226</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us_east4</code></td><td translate="no">$9.8226</td></tr></table></p></section> <section><h3 id="a2-series" data-text="A2 Series*" tabindex="-1">A2 Series*</h3><p> <code translate="no" dir="ltr">a2-highgpu-1g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$4.2245</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$8.449</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$16.898</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$33.796</td></tr></table> <code translate="no" dir="ltr">a2-megagpu-16g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$64.1021</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-1g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$5.7818</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$6.3524</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$11.5637</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$12.7048</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$23.1274</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$25.4095</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$46.2548</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$50.8191</td></tr></table></p></section> <section><h3 id="a3-series" data-text="A3 Series*" tabindex="-1">A3 Series*</h3><p> <code translate="no" dir="ltr">a3-highgpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west1</code></td><td translate="no">$25.2518</td></tr></table> <code translate="no" dir="ltr">a3-highgpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-west1</code></td><td translate="no">$50.5037</td></tr></table> <code translate="no" dir="ltr">a3-highgpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$101.0074</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$101.0074</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">us-west1</code></td><td translate="no">$101.0074</td></tr></table> <code translate="no" dir="ltr">a3-ultragpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-east4</code></td><td translate="no">$96.0156</td></tr></table></p></section> <section><h3 id="g2-series" data-text="G2 Series*" tabindex="-1">G2 Series*</h3><p> <code translate="no" dir="ltr">g2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$0.8129</td></tr></table> <code translate="no" dir="ltr">g2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$0.9818</td></tr></table> <code translate="no" dir="ltr">g2-standard-12</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$1.1507</td></tr></table> <code translate="no" dir="ltr">g2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$1.3196</td></tr></table> <code translate="no" dir="ltr">g2-standard-24</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$2.3014</td></tr></table> <code translate="no" dir="ltr">g2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$1.9951</td></tr></table> <code translate="no" dir="ltr">g2-standard-48</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$4.6028</td></tr></table> <code translate="no" dir="ltr">g2-standard-96</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">us-central1</code></td><td translate="no">$9.2055</td></tr></table></p></section> </div> <p><small>*When consuming from a reservation or spot capacity, billing is spread across two SKUs: the <code translate="no" dir="ltr">GCE</code> SKU with the label 'vertex-ai-online-prediction' and the Vertex AI Management Fee SKU. This enables you to use your Committed Use Discounts (CUDs) in Vertex AI.</small></p> <table> <thead> <tr> <th colspan="2">TPU v5e</th> </tr> </thead> <tbody> <tr> <td><b>ct5lp-hightpu-1t</b></td> <td><b>Approximations:</b></td> </tr> <tr> <td>us-west1</td> <td>$1.38</td> </tr> <tr> <td><b>ct5lp-hightpu-4t</b></td> <td><b>Approximations:</b></td> </tr> <tr> <td>us-west1</td> <td>$5.52</td> </tr> <tr> <td><b>ct5lp-hightpu-8t</b></td> <td><b>Approximations:</b></td> </tr> <tr> <td>us-west1</td> <td>$11.04</td> </tr> </tbody> </table> <h3 id="pred_eur" data-text="Pricing for Europe" tabindex="-1">Pricing for Europe</h3> <p>The following tables provide the price per node hour for each machine type.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="e2-series_1" data-text="E2 Series" tabindex="-1">E2 Series</h3><p> <code translate="no" dir="ltr">e2-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.0848</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.0993</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.0993</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.0848</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.1078</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.1079</td></tr></table> <code translate="no" dir="ltr">e2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.1695</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.1986</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.1986</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.1697</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.2156</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.2158</td></tr></table> <code translate="no" dir="ltr">e2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.3391</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.3971</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.3971</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.3393</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.4313</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.4316</td></tr></table> <code translate="no" dir="ltr">e2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.6782</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.7943</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.7943</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.6787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.8626</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.8631</td></tr></table> <code translate="no" dir="ltr">e2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$1.3563</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$1.5885</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$1.5885</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$1.3574</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$1.7251</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$1.7262</td></tr></table> <code translate="no" dir="ltr">e2-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.1144</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.1339</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.1339</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.1144</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.1454</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.1455</td></tr></table> <code translate="no" dir="ltr">e2-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.2287</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.2679</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.2679</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.2289</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.2909</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.2911</td></tr></table> <code translate="no" dir="ltr">e2-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.4574</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.5357</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.5357</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.4578</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.5818</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.5822</td></tr></table> <code translate="no" dir="ltr">e2-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.9149</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$1.0714</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$1.0714</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.9155</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$1.1636</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$1.1643</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.0626</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.0733</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.0733</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.0626</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.0796</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.0796</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.1252</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.1466</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.1466</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.1253</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.1592</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.1593</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.2503</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.2932</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.2932</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.2505</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.3184</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.3186</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$0.5006</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.5864</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$0.5864</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.501</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$0.6368</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$0.6372</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west1</code></td><td translate="no">$1.0013</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$1.1728</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west3</code></td><td translate="no">$1.1728</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$1.0021</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west6</code></td><td translate="no">$1.2736</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west9</code></td><td translate="no">$1.2743</td></tr></table></p></section> <section><h3 id="n1-series_1" data-text="N1 Series" tabindex="-1">N1 Series</h3><p> <code translate="no" dir="ltr">n1-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.1408</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.1265</td></tr></table> <code translate="no" dir="ltr">n1-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.2815</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.2531</td></tr></table> <code translate="no" dir="ltr">n1-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.563</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.5061</td></tr></table> <code translate="no" dir="ltr">n1-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$1.126</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$1.0123</td></tr></table> <code translate="no" dir="ltr">n1-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$2.2521</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$2.0245</td></tr></table> <code translate="no" dir="ltr">n1-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.1753</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.1575</td></tr></table> <code translate="no" dir="ltr">n1-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.3506</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.3151</td></tr></table> <code translate="no" dir="ltr">n1-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.7011</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.6302</td></tr></table> <code translate="no" dir="ltr">n1-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$1.4022</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$1.2603</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.105</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.0944</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.21</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.1888</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.4199</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.3776</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$0.8398</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$0.7552</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west2</code></td><td translate="no">$1.6796</td></tr><tr><td style="width:70%">Other Europe regions</td><td translate="no">$1.5104</td></tr></table></p></section> <section><h3 id="n2-series_1" data-text="N2 Series" tabindex="-1">N2 Series</h3><p> <code translate="no" dir="ltr">n2-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.1439</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1229</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1439</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1439</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.1229</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.1564</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.1296</td></tr></table> <code translate="no" dir="ltr">n2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.2878</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.2457</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.2878</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.2878</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.2457</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.3127</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.2591</td></tr></table> <code translate="no" dir="ltr">n2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.5756</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.4914</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.5756</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.5756</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.4914</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.6254</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.5182</td></tr></table> <code translate="no" dir="ltr">n2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$1.1511</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.9829</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.1511</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.1511</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.9828</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$1.2508</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$1.0364</td></tr></table> <code translate="no" dir="ltr">n2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$2.3023</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.9658</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$2.3023</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$2.3023</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.9657</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$2.5017</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$2.0729</td></tr></table> <code translate="no" dir="ltr">n2-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.1941</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1657</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1941</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1941</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.1657</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.2109</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.1748</td></tr></table> <code translate="no" dir="ltr">n2-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.3882</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.3315</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.3882</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.3882</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.3315</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.4218</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.3495</td></tr></table> <code translate="no" dir="ltr">n2-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.7764</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.663</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.7764</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.7764</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.6629</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.8436</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.6991</td></tr></table> <code translate="no" dir="ltr">n2-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$1.5528</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.3259</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.5528</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.5528</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.3259</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$1.6873</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$1.3982</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.1062</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.0907</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1062</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1062</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.0907</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.1154</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.0956</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.2125</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1814</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.2125</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.2125</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.1814</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.2309</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.1913</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.4249</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.3628</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.4249</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.4249</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.3628</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.4617</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.3826</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$0.8499</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.7256</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.8499</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.8499</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.7256</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.9235</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.7651</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_central2</code></td><td translate="no">$1.6997</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.4512</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.6997</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.6997</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.4511</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$1.847</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$1.5303</td></tr></table></p></section> <section><h3 id="n2d-series_1" data-text="N2D Series" tabindex="-1">N2D Series</h3><p> <code translate="no" dir="ltr">n2d-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1069</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1252</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1252</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.107</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.1127</td></tr></table> <code translate="no" dir="ltr">n2d-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.2138</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.2504</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.2504</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.2139</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.2254</td></tr></table> <code translate="no" dir="ltr">n2d-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.4275</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.5007</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.5007</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.4279</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.4509</td></tr></table> <code translate="no" dir="ltr">n2d-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.8551</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.0015</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.0015</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.8558</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.9017</td></tr></table> <code translate="no" dir="ltr">n2d-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.7102</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$2.0029</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$2.0029</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.7116</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$1.8034</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1442</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1689</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1689</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.1443</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.1521</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.2884</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.3377</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.3377</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.2886</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.3041</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.5768</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.6755</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.6755</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.5772</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.6082</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.1535</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.3509</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.3509</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.1545</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$1.2164</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.0789</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.0924</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.0924</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.079</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.0832</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1578</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1848</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1848</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.1579</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.1664</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.3156</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.3697</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.3697</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.3159</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.3328</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.6313</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.7394</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.7394</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.6318</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$0.6657</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.2625</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.4787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.4787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.2636</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west9</code></td><td translate="no">$1.3314</td></tr></table></p></section> <section><h3 id="c2-series_1" data-text="C2 Series" tabindex="-1">C2 Series</h3><p> <code translate="no" dir="ltr">c2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.2641</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.3094</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.3092</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.2643</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.3362</td></tr></table> <code translate="no" dir="ltr">c2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.5283</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.6187</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.6184</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.5285</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$0.6724</td></tr></table> <code translate="no" dir="ltr">c2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.0565</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.2375</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.2368</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.0571</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$1.3449</td></tr></table> <code translate="no" dir="ltr">c2-standard-30</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.981</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$2.3202</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$2.3191</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.982</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$2.5216</td></tr></table> <code translate="no" dir="ltr">c2-standard-60</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$3.962</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$4.6404</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$4.6382</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$3.964</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west6</code></td><td translate="no">$5.0432</td></tr></table></p></section> <section><h3 id="c2d-series_1" data-text="C2D Series" tabindex="-1">C2D Series</h3><p> <code translate="no" dir="ltr">c2d-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.115</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1345</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1345</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.115</td></tr></table> <code translate="no" dir="ltr">c2d-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.2299</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.269</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.269</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.2299</td></tr></table> <code translate="no" dir="ltr">c2d-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.4599</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.5381</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.5381</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.4599</td></tr></table> <code translate="no" dir="ltr">c2d-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.9198</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.0762</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.0762</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.9198</td></tr></table> <code translate="no" dir="ltr">c2d-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.8395</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$2.1524</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$2.1524</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.8395</td></tr></table> <code translate="no" dir="ltr">c2d-standard-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$3.2191</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$3.7666</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$3.7666</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$3.2191</td></tr></table> <code translate="no" dir="ltr">c2d-standard-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$6.4383</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$7.5333</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$7.5333</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$6.4383</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1551</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1814</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1814</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.1551</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.3101</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.3629</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.3629</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.3101</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.6203</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.7258</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.7258</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.6203</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.2406</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.4515</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.4515</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.2406</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$2.4812</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$2.9031</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$2.9031</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$2.4812</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$4.342</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$5.0804</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$5.0804</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$4.342</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$8.684</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$10.1608</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$10.1608</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$8.684</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.0949</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.1111</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.1111</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.0949</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.1898</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.2221</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.2221</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.1898</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.3797</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.4442</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.4442</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.3797</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.7593</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$0.8885</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$0.8885</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.7593</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.5187</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$1.777</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$1.777</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.5187</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$2.6577</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$3.1097</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$3.1097</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$2.6577</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$5.3154</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west2</code></td><td translate="no">$6.2195</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west3</code></td><td translate="no">$6.2195</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$5.3154</td></tr></table></p></section> <section><h3 id="c3-series_1" data-text="C3 Series" tabindex="-1">C3 Series</h3><p> <code translate="no" dir="ltr">c3-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.218</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.2182</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$0.4361</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$0.4365</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-22</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$1.1992</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$1.2003</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-44</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$2.3984</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$2.4006</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-88</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$4.7969</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$4.8013</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-176</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west1</code></td><td translate="no">$9.5938</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">europe_west4</code></td><td translate="no">$9.6026</td></tr></table></p></section> <section><h3 id="a2-series_1" data-text="A2 Series*" tabindex="-1">A2 Series*</h3><p> <code translate="no" dir="ltr">a2-highgpu-1g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$4.3103</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$8.6205</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$17.2411</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$34.4822</td></tr></table> <code translate="no" dir="ltr">a2-megagpu-16g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$65.1222</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-1g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$6.3661</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$12.7321</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$25.4643</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$50.9286</td></tr></table></p></section> <section><h3 id="a3-series_1" data-text="A3 Series*" tabindex="-1">A3 Series*</h3><p> <code translate="no" dir="ltr">a3-highgpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$32.147</td></tr></table> <code translate="no" dir="ltr">a3-highgpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$64.294</td></tr></table> <code translate="no" dir="ltr">a3-highgpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$128.588</td></tr></table></p></section> <section><h3 id="g2-series_1" data-text="G2 Series*" tabindex="-1">G2 Series*</h3><p> <code translate="no" dir="ltr">g2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$0.8951</td></tr></table> <code translate="no" dir="ltr">g2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$1.081</td></tr></table> <code translate="no" dir="ltr">g2-standard-12</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$1.2669</td></tr></table> <code translate="no" dir="ltr">g2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$1.4528</td></tr></table> <code translate="no" dir="ltr">g2-standard-24</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$2.5338</td></tr></table> <code translate="no" dir="ltr">g2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$2.1965</td></tr></table> <code translate="no" dir="ltr">g2-standard-48</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$5.0677</td></tr></table> <code translate="no" dir="ltr">g2-standard-96</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">europe-west4</code></td><td translate="no">$10.1354</td></tr></table></p></section> </div> <p><small>*When consuming from a reservation or spot capacity, billing is spread across two SKUs: the <code translate="no" dir="ltr">GCE</code> SKU with the label 'vertex-ai-online-prediction' and the Vertex AI Management Fee SKU. This enables you to use your Committed Use Discounts (CUDs) in Vertex AI.</small></p> <h3 id="pred_apac" data-text="Pricing for Asia Pacific" tabindex="-1">Pricing for Asia Pacific</h3> <p>The following tables provide the price per node hour for each machine type.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="e2-series_2" data-text="E2 Series" tabindex="-1">E2 Series</h3><p> <code translate="no" dir="ltr">e2-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.0892</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.1078</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.0989</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.0989</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.0926</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.0951</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.1093</td></tr></table> <code translate="no" dir="ltr">e2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.1785</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.2156</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.1977</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.1977</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.1851</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.1901</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.2187</td></tr></table> <code translate="no" dir="ltr">e2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.3569</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.4313</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.3954</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.3954</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.3702</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.3802</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.4373</td></tr></table> <code translate="no" dir="ltr">e2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.7138</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.8626</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.7909</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.7909</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.7405</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.7605</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.8747</td></tr></table> <code translate="no" dir="ltr">e2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$1.4276</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$1.7251</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$1.5817</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$1.5817</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$1.4809</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$1.5209</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$1.7494</td></tr></table> <code translate="no" dir="ltr">e2-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.1204</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.1454</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.1333</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.1333</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.1249</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.1282</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.1475</td></tr></table> <code translate="no" dir="ltr">e2-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.2407</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.2909</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.2665</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.2665</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.2497</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.2564</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.295</td></tr></table> <code translate="no" dir="ltr">e2-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.4815</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.5818</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.533</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.533</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.4994</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.5129</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.59</td></tr></table> <code translate="no" dir="ltr">e2-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.963</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$1.1636</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$1.0661</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$1.0661</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.9989</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$1.0258</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$1.1799</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.0659</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.0796</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.0731</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.0731</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.0683</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.0702</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.0807</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.1317</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.1592</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.1461</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.1461</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.1367</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.1404</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.1614</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.2635</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.3184</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.2922</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.2922</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.2733</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.2807</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.3229</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$0.527</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$0.6368</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.5845</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$0.5845</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$0.5467</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.5615</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.6458</td></tr></table> <code translate="no" dir="ltr">e2-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east1</code></td><td translate="no">$1.0539</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-east2</code></td><td translate="no">$1.2736</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$1.169</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$1.169</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-south1</code></td><td translate="no">$1.0933</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$1.1229</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$1.2916</td></tr></table></p></section> <section><h3 id="n1-series_2" data-text="N1 Series" tabindex="-1">N1 Series</h3><p> <code translate="no" dir="ltr">n1-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.1402</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.1348</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.155</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.1265</td></tr></table> <code translate="no" dir="ltr">n1-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.2803</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.2695</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.31</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.2531</td></tr></table> <code translate="no" dir="ltr">n1-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.5606</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.5391</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.6201</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.5061</td></tr></table> <code translate="no" dir="ltr">n1-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$1.1213</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$1.0782</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$1.2401</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$1.0123</td></tr></table> <code translate="no" dir="ltr">n1-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$2.2426</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$2.1564</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$2.4802</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$2.0245</td></tr></table> <code translate="no" dir="ltr">n1-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.1744</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.1678</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.193</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.1575</td></tr></table> <code translate="no" dir="ltr">n1-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.3489</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.3357</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.3861</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.3151</td></tr></table> <code translate="no" dir="ltr">n1-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.6977</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.6713</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.7721</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.6302</td></tr></table> <code translate="no" dir="ltr">n1-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$1.3955</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$1.3426</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$1.5443</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$1.2603</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.1046</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.1005</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.1156</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.0944</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.2093</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.201</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.2312</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.1888</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.4186</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.4021</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.4624</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.3776</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$0.8371</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$0.8041</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$0.9249</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$0.7552</td></tr></table> <code translate="no" dir="ltr">n1-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$1.6742</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$1.6082</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia-southeast1</code></td><td translate="no">$1.8498</td></tr><tr><td style="width:70%">Other Asia Pacific regions</td><td translate="no">$1.5104</td></tr></table></p></section> <section><h3 id="n2-series_2" data-text="N2 Series" tabindex="-1">N2 Series</h3><p> <code translate="no" dir="ltr">n2-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1293</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.1563</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.1433</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.1433</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.1341</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1378</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.1502</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.1585</td></tr></table> <code translate="no" dir="ltr">n2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.2586</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.3125</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.2866</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.2866</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.2683</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.2756</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.3003</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.3169</td></tr></table> <code translate="no" dir="ltr">n2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.5173</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.6251</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.5731</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.5731</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.5366</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.5511</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.6007</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.6339</td></tr></table> <code translate="no" dir="ltr">n2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.0346</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$1.2502</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$1.1462</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$1.1462</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.0731</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.1022</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$1.2014</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$1.2678</td></tr></table> <code translate="no" dir="ltr">n2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$2.0691</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$2.5003</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$2.2924</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$2.2924</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$2.1462</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$2.2044</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$2.4028</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$2.5355</td></tr></table> <code translate="no" dir="ltr">n2-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1745</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.2108</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.1931</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.1931</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.181</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1859</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.2026</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.2138</td></tr></table> <code translate="no" dir="ltr">n2-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.3489</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.4216</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.3863</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.3863</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.3619</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.3717</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.4052</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.4275</td></tr></table> <code translate="no" dir="ltr">n2-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.6978</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.8432</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.7725</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.7725</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.7238</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.7434</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.8103</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.8551</td></tr></table> <code translate="no" dir="ltr">n2-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.3956</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$1.6865</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$1.545</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$1.545</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.4476</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.4868</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$1.6206</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$1.7102</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.0955</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.1154</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.1059</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.1059</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.099</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1017</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.1109</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.117</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1909</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.2307</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.2118</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.2118</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.1981</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.2034</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.2217</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.234</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.3819</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.4615</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.4235</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.4235</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.3961</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.4069</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.4435</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.468</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.7637</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.9229</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.8471</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.8471</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.7923</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.8137</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$0.887</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.936</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.5275</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$1.8458</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$1.6942</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$1.6942</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.5845</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.6275</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast2</code></td><td translate="no">$1.7739</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$1.8719</td></tr></table></p></section> <section><h3 id="n2d-series_2" data-text="N2D Series" tabindex="-1">N2D Series</h3><p> <code translate="no" dir="ltr">n2d-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1125</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.136</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.1247</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.0641</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1199</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.1379</td></tr></table> <code translate="no" dir="ltr">n2d-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.225</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.2719</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.2493</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.1283</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.2397</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.2757</td></tr></table> <code translate="no" dir="ltr">n2d-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.45</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.5438</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.4986</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.2565</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.4795</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.5515</td></tr></table> <code translate="no" dir="ltr">n2d-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.9001</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$1.0876</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.9972</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.513</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.959</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$1.103</td></tr></table> <code translate="no" dir="ltr">n2d-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.8001</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$2.1752</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$1.9945</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.0261</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.9179</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$2.206</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1518</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.1834</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.168</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.0865</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1617</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.186</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.3035</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.3668</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.3361</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.173</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.3234</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.372</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.6071</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.7336</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.6721</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.346</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.6468</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.744</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.2142</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$1.4672</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$1.3443</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.6921</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.2936</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$1.4879</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.0831</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.1004</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.0921</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.0473</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.0885</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.1018</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1661</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.2007</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.1842</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.0947</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.177</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.2036</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.3322</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.4015</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.3685</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.1894</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.354</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.4071</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.6645</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.8029</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.737</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.3787</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.708</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.8143</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.3289</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$1.6059</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$1.4739</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.7575</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.4159</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$1.6286</td></tr></table></p></section> <section><h3 id="c2-series_2" data-text="C2 Series" tabindex="-1">C2 Series</h3><p> <code translate="no" dir="ltr">c2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.278</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.336</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.308</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.308</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.2884</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.2962</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.3407</td></tr></table> <code translate="no" dir="ltr">c2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.5561</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$0.672</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$0.6161</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$0.6161</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.5768</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.5924</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$0.6814</td></tr></table> <code translate="no" dir="ltr">c2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.1122</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$1.3439</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$1.2321</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$1.2321</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.1536</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.1849</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$1.3629</td></tr></table> <code translate="no" dir="ltr">c2-standard-30</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$2.0853</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$2.5199</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$2.3103</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$2.3103</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$2.1631</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$2.2217</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$2.5553</td></tr></table> <code translate="no" dir="ltr">c2-standard-60</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$4.1706</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east2</code></td><td translate="no">$5.0397</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast1</code></td><td translate="no">$4.6205</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_northeast3</code></td><td translate="no">$4.6205</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$4.3262</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$4.4433</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">australia_southeast1</code></td><td translate="no">$5.1107</td></tr></table></p></section> <section><h3 id="c2d-series_2" data-text="C2D Series" tabindex="-1">C2D Series</h3><p> <code translate="no" dir="ltr">c2d-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1209</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.0689</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1288</td></tr></table> <code translate="no" dir="ltr">c2d-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.2418</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.1378</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.2576</td></tr></table> <code translate="no" dir="ltr">c2d-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.4836</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.2757</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.5153</td></tr></table> <code translate="no" dir="ltr">c2d-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.9672</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.5513</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.0305</td></tr></table> <code translate="no" dir="ltr">c2d-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.9345</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.1027</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$2.0611</td></tr></table> <code translate="no" dir="ltr">c2d-standard-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$3.3853</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.9297</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$3.6069</td></tr></table> <code translate="no" dir="ltr">c2d-standard-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$6.7706</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$3.8593</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$7.2137</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1631</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.093</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1737</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.3262</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.1859</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.3475</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.6523</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.3718</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.695</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.3046</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.7436</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.39</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$2.6092</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.4873</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$2.78</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$4.5662</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$2.6028</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$4.865</td></tr></table> <code translate="no" dir="ltr">c2d-highmem-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$9.1323</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$5.2055</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$9.7299</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.0998</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.0569</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.1063</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.1996</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.1138</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.2127</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.3993</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.2276</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.4254</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$0.7985</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.4552</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.8508</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$1.5971</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$0.9104</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.7016</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-56</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$2.7949</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$1.5931</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$2.9778</td></tr></table> <code translate="no" dir="ltr">c2d-highcpu-112</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_east1</code></td><td translate="no">$5.5898</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_south1</code></td><td translate="no">$3.1862</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$5.9556</td></tr></table></p></section> <section><h3 id="c3-series_2" data-text="C3 Series" tabindex="-1">C3 Series</h3><p> <code translate="no" dir="ltr">c3-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.2445</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$0.489</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-22</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$1.3449</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-44</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$2.6897</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-88</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$5.3794</td></tr></table> <code translate="no" dir="ltr">c3-highcpu-176</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia_southeast1</code></td><td translate="no">$10.7589</td></tr></table></p></section> <section><h3 id="a2-series_2" data-text="A2 Series*" tabindex="-1">A2 Series*</h3><p> <code translate="no" dir="ltr">a2-highgpu-1g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$4.6575</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$4.6575</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$4.6163</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$9.3151</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$9.3151</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$9.2327</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$18.6301</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$18.6301</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$18.4653</td></tr></table> <code translate="no" dir="ltr">a2-highgpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$37.2603</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$37.2603</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$36.9306</td></tr></table> <code translate="no" dir="ltr">a2-megagpu-16g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast1</code></td><td translate="no">$70.0363</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-northeast3</code></td><td translate="no">$70.0363</td></tr><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$69.5557</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-1g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$7.1328</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$14.2657</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$28.5314</td></tr></table> <code translate="no" dir="ltr">a2-ultragpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$57.0628</td></tr></table></p></section> <section><h3 id="a3-series_2" data-text="A3 Series*" tabindex="-1">A3 Series*</h3><p> <code translate="no" dir="ltr">a3-highgpu-2g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$32.6472</td></tr></table> <code translate="no" dir="ltr">a3-highgpu-4g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$65.2945</td></tr></table> <code translate="no" dir="ltr">a3-highgpu-8g</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">asia-southeast1</code></td><td translate="no">$130.589</td></tr></table></p></section> </div> <p><small>*When consuming from a reservation or spot capacity, billing is spread across two SKUs: the <code translate="no" dir="ltr">GCE</code> SKU with the label 'vertex-ai-online-prediction' and the Vertex AI Management Fee SKU. This enables you to use your Committed Use Discounts (CUDs) in Vertex AI.</small></p> <h3 id="pred_me" data-text="Pricing for the Middle East" tabindex="-1">Pricing for the Middle East</h3> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="n2-series_3" data-text="N2 Series" tabindex="-1">N2 Series</h3><p> <code translate="no" dir="ltr">n2-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.1229</td></tr></table> <code translate="no" dir="ltr">n2-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.2457</td></tr></table> <code translate="no" dir="ltr">n2-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.4914</td></tr></table> <code translate="no" dir="ltr">n2-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.9828</td></tr></table> <code translate="no" dir="ltr">n2-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$1.9657</td></tr></table> <code translate="no" dir="ltr">n2-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.1657</td></tr></table> <code translate="no" dir="ltr">n2-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.3315</td></tr></table> <code translate="no" dir="ltr">n2-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.6629</td></tr></table> <code translate="no" dir="ltr">n2-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$1.3259</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.0907</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.1814</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.3628</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.7256</td></tr></table> <code translate="no" dir="ltr">n2-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$1.4511</td></tr></table></p></section> <section><h3 id="n2d-series_3" data-text="N2D Series" tabindex="-1">N2D Series</h3><p> <code translate="no" dir="ltr">n2d-standard-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.1069</td></tr></table> <code translate="no" dir="ltr">n2d-standard-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.2138</td></tr></table> <code translate="no" dir="ltr">n2d-standard-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.4275</td></tr></table> <code translate="no" dir="ltr">n2d-standard-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.8551</td></tr></table> <code translate="no" dir="ltr">n2d-standard-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$1.7101</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.1442</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.2884</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.5767</td></tr></table> <code translate="no" dir="ltr">n2d-highmem-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$1.1535</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-2</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.0789</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-4</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.1578</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-8</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.3156</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-16</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$0.6312</td></tr></table> <code translate="no" dir="ltr">n2d-highcpu-32</code>approximations: <table><tr><td style="width:70%"><code translate="no" dir="ltr">me_west1</code></td><td translate="no">$1.2625</td></tr></table></p></section> </div> <p>Each <a href="/vertex-ai/docs/predictions/configure-compute" track-type="inline link">machine type</a> is charged as the following SKUs on your Google Cloud bill:</p> <ul> <li><strong>vCPU cost:</strong> measured in <em>vCPU hours</em></li> <li><strong>RAM cost:</strong> measured in <em>GB hours</em></li> <li><strong>GPU cost:</strong> if either built into the machine or optionally configured, measured in <em>GPU hours</em></li> </ul> <p>The <a href="#prediction-prices">prices for machine types</a> are used to approximate the total hourly cost for each prediction node of a model version using that machine type.</p> <p>For example, a machine type of <code translate="no" dir="ltr">n1-highcpu-32</code> includes 32 vCPUs and 32 GB of RAM. Therefore, the hourly pricing equals <code translate="no" dir="ltr">32 vCPU hours + 32 GB hours</code>.</p> <p>The SKU pricing table is available by region. Each table shows the vCPU, RAM, and built-in GPU pricing for prediction machine types, which more precisely reflect the SKUs charged.</p> <p>To view the SKU pricing per region, choose a region to view its pricing table:</p> <ul> <li><a href="#prediction_americas_skus">The Americas</a></li> <li><a href="#pred_eur_skus">Europe</a></li> <li><a href="#pred_apac_skus">Asia Pacific</a></li> <li><a href="#pred_me_skus">Middle East</a></li> </ul> <h3 id="pred_americas_skus" data-text="SKU pricing for the Americas" tabindex="-1">SKU pricing for the Americas</h3> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="e2-series_3" data-text="E2 Series" tabindex="-1">E2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us-west2</code>)</td> <td><code translate="no" dir="ltr">$0.0301288</code> per vCPU hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us-west4</code>)</td> <td><code translate="no" dir="ltr">$0.028252</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.028252</code> per vCPU hour</td> </tr> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0276149</code> per vCPU hour</td> </tr> <tr> <td>Toronto (<code translate="no" dir="ltr">northamerica-northeast2</code>)</td> <td><code translate="no" dir="ltr">$0.0276149</code> per vCPU hour</td> </tr> <tr> <td>Sao Paulo (<code translate="no" dir="ltr">southamerica-east1</code>)</td> <td><code translate="no" dir="ltr">$0.0398176</code> per vCPU hour</td> </tr> <tr> <td>Other Americas regions</td> <td><code translate="no" dir="ltr">$0.0250826</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us-west2</code>)</td> <td><code translate="no" dir="ltr">$0.0040376</code> per GB hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us-west4</code></code>)</td> <td><code translate="no" dir="ltr">$0.0037846</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.0037846</code> per GB hour</td> </tr> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0037007</code> per GB hour</td> </tr> <tr> <td>Toronto (<code translate="no" dir="ltr">northamerica-northeast2</code>)</td> <td><code translate="no" dir="ltr">$0.0037007</code> per GB hour</td> </tr> <tr> <td>Sao Paulo (<code translate="no" dir="ltr">southamerica-east1</code>)</td> <td><code translate="no" dir="ltr">$0.005336</code> per GB hour</td> </tr> <tr> <td>Other Americas regions</td> <td><code translate="no" dir="ltr">$0.0033614</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n1-series_3" data-text="N1 Series" tabindex="-1">N1 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.04094575</code> per vCPU hour</td> </tr> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0400223</code> per vCPU hour</td> </tr> <tr> <td>Other Americas regions</td> <td><code translate="no" dir="ltr">$0.03635495</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.00548665</code> per GB hour</td> </tr> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0053636</code> per GB hour</td> </tr> <tr> <td>Other Americas regions</td> <td><code translate="no" dir="ltr">$0.0048783</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n2-series_4" data-text="N2 Series" tabindex="-1">N2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0400223</code> per vCPU hour</td> </tr> <tr> <td>Toronto (<code translate="no" dir="ltr">northamerica_northeast2</code>)</td> <td><code translate="no" dir="ltr">$0.0400223</code> per vCPU hour</td> </tr> <tr> <td>São Paulo (<code translate="no" dir="ltr">southamerica_east1</code>)</td> <td><code translate="no" dir="ltr">$0.057707</code> per vCPU hour</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.0363527</code> per vCPU hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0363527</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0409457</code> per vCPU hour</td> </tr> <tr> <td>Dallas (<code translate="no" dir="ltr">us_south1</code>)</td> <td><code translate="no" dir="ltr">$0.0428962</code> per vCPU hour</td> </tr> <tr> <td>Oregon (<code translate="no" dir="ltr">us_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0363527</code> per vCPU hour</td> </tr> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0436655</code> per vCPU hour</td> </tr> <tr> <td>Salt Lake City (<code translate="no" dir="ltr">us_west3</code>)</td> <td><code translate="no" dir="ltr">$0.0436655</code> per vCPU hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0409434</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0053636</code> per GB hour</td> </tr> <tr> <td>Toronto (<code translate="no" dir="ltr">northamerica_northeast2</code>)</td> <td><code translate="no" dir="ltr">$0.0053636</code> per GB hour</td> </tr> <tr> <td>São Paulo (<code translate="no" dir="ltr">southamerica_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0077337</code> per GB hour</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.0048725</code> per GB hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0048725</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0054867</code> per GB hour</td> </tr> <tr> <td>Dallas (<code translate="no" dir="ltr">us_south1</code>)</td> <td><code translate="no" dir="ltr">$0.00575</code> per GB hour</td> </tr> <tr> <td>Oregon (<code translate="no" dir="ltr">us_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0048725</code> per GB hour</td> </tr> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0058523</code> per GB hour</td> </tr> <tr> <td>Salt Lake City (<code translate="no" dir="ltr">us_west3</code>)</td> <td><code translate="no" dir="ltr">$0.0058523</code> per GB hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0054867</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n2d-series_4" data-text="N2D Series" tabindex="-1">N2D Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0348197</code> per vCPU hour</td> </tr> <tr> <td>São Paulo (<code translate="no" dir="ltr">southamerica_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0502055</code> per vCPU hour</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.0316273</code> per vCPU hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0316273</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0356224</code> per vCPU hour</td> </tr> <tr> <td>Oregon (<code translate="no" dir="ltr">us_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0316273</code> per vCPU hour</td> </tr> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0379891</code> per vCPU hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0356224</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0046667</code> per GB hour</td> </tr> <tr> <td>São Paulo (<code translate="no" dir="ltr">southamerica_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0067287</code> per GB hour</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.0042389</code> per GB hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0042389</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0047736</code> per GB hour</td> </tr> <tr> <td>Oregon (<code translate="no" dir="ltr">us_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0042389</code> per GB hour</td> </tr> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us_west2</code>)</td> <td><code translate="no" dir="ltr">$0.005091</code> per GB hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0047736</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c2-series_3" data-text="C2 Series" tabindex="-1">C2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.04301</code> per vCPU hour</td> </tr> <tr> <td>São Paulo (<code translate="no" dir="ltr">southamerica_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0620356</code> per vCPU hour</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.039077</code> per vCPU hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.039077</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0440105</code> per vCPU hour</td> </tr> <tr> <td>Oregon (<code translate="no" dir="ltr">us_west1</code>)</td> <td><code translate="no" dir="ltr">$0.039077</code> per vCPU hour</td> </tr> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us_west2</code>)</td> <td><code translate="no" dir="ltr">$0.046943</code> per vCPU hour</td> </tr> <tr> <td>Salt Lake City (<code translate="no" dir="ltr">us_west3</code>)</td> <td><code translate="no" dir="ltr">$0.04692</code> per vCPU hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0440105</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.00575</code> per GB hour</td> </tr> <tr> <td>São Paulo (<code translate="no" dir="ltr">southamerica_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0083133</code> per GB hour</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.0052325</code> per GB hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0052325</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.005888</code> per GB hour</td> </tr> <tr> <td>Oregon (<code translate="no" dir="ltr">us_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0052325</code> per GB hour</td> </tr> <tr> <td>Los Angeles (<code translate="no" dir="ltr">us_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0062905</code> per GB hour</td> </tr> <tr> <td>Salt Lake City (<code translate="no" dir="ltr">us_west3</code>)</td> <td><code translate="no" dir="ltr">$0.006325</code> per GB hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us_west4</code>)</td> <td><code translate="no" dir="ltr">$0.005888</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c2d-series_3" data-text="C2D Series" tabindex="-1">C2D Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.0339974</code> per vCPU hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0339974</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0382904</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.0045528</code> per GB hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0045528</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0051267</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c3-series_3" data-text="C3 Series" tabindex="-1">C3 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.03908</code> per vCPU hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.03908</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.04401</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us_central1</code>)</td> <td><code translate="no" dir="ltr">$0.00524</code> per GB hour</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us_east1</code>)</td> <td><code translate="no" dir="ltr">$0.00524</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us_east4</code>)</td> <td><code translate="no" dir="ltr">$0.0059</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="a2-series_3" data-text="A2 Series*" tabindex="-1">A2 Series*</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$0.0363527</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.0363527</code> per vCPU hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us-west4</code>)</td> <td><code translate="no" dir="ltr">$0.0409457</code> per vCPU hour</td> </tr> <tr> <td>Other Americas regions</td> <td><code translate="no" dir="ltr">$0.0363527</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$0.0048725</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.0048725</code> per GB hour</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us-west4</code>)</td> <td><code translate="no" dir="ltr">$0.0054867</code> per GB hour</td> </tr> <tr> <td>Other Americas regions</td> <td><code translate="no" dir="ltr">$0.0048725</code> per GB hour</td> </tr> </tbody> </table> <p><strong>GPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$4.51729</code> per GPU hour (A100 80GB)</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$5.08783</code> per GPU hour (A100 80GB)</td> </tr> <tr> <td>Las Vegas (<code translate="no" dir="ltr">us-west4</code>)</td> <td><code translate="no" dir="ltr">$3.5673</code> per GPU hour (A100 40GB)</td> </tr> <tr> <td>Other Americas regions</td> <td><code translate="no" dir="ltr">$3.3741</code> per GPU hour (A100 40GB)</td> </tr> </tbody> </table></section> <section><h3 id="a3-series_3" data-text="A3 Series*" tabindex="-1">A3 Series*</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$0.0293227</code> per vCPU hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.0293227</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$0.0025534</code> per GB hour</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$0.0025534</code> per GB hour</td> </tr> </tbody> </table> <p><strong>GPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$11.2660332 </code> per GPU hour (H100 80GB)</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td><code translate="no" dir="ltr">$11.2660336</code> per GPU hour (H100 80GB)</td> </tr> </tbody> </table></section> <section><h3 id="g2-series_2" data-text="G2 Series*" tabindex="-1">G2 Series*</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$0.02874</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$0.00337</code> per GB hour</td> </tr> </tbody> </table> <p><strong>GPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td><code translate="no" dir="ltr">$0.64405</code> per GPU hour</td> </tr> </tbody> </table></section> </div> <p><small>*When consuming from a reservation or spot capacity, billing is spread across two SKUs: the <code translate="no" dir="ltr">GCE</code> SKU with the label 'vertex-ai-online-prediction' and the Vertex AI Management Fee SKU. This enables you to use your Committed Use Discounts (CUDs) in Vertex AI.</small></p> <h3 id="pred_eur_skus" data-text="SKU pricing for Europe" tabindex="-1">SKU pricing for Europe</h3> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="e2-series_4" data-text="E2 Series" tabindex="-1">E2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Belgium (<code translate="no" dir="ltr">europe-west1</code>)</td> <td><code translate="no" dir="ltr">$0.0275919</code> per vCPU hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe-west2</code>)</td> <td><code translate="no" dir="ltr">$0.0323184</code> per vCPU hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe-west3</code>)</td> <td><code translate="no" dir="ltr">$0.0323184</code> per vCPU hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$0.0276149</code> per vCPU hour</td> </tr> <tr> <td>Zurich (<code translate="no" dir="ltr">europe-west6</code>)</td> <td><code translate="no" dir="ltr">$0.0350968</code> per vCPU hour</td> </tr> <tr> <td>Paris (<code translate="no" dir="ltr">europe-west9</code>)</td> <td><code translate="no" dir="ltr">$0.0351164</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Belgium (<code translate="no" dir="ltr">europe-west1</code>)</td> <td><code translate="no" dir="ltr">$0.0036984</code> per GB hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe-west2</code>)</td> <td><code translate="no" dir="ltr">$0.0043309</code> per GB hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe-west3</code>)</td> <td><code translate="no" dir="ltr">$0.0043309</code> per GB hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$0.0037007</code> per GB hour</td> </tr> <tr> <td>Zurich (<code translate="no" dir="ltr">europe-west6</code>)</td> <td><code translate="no" dir="ltr">$0.0047035</code> per GB hour</td> </tr> <tr> <td>Paris (<code translate="no" dir="ltr">europe-west9</code>)</td> <td><code translate="no" dir="ltr">$0.0047069</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n1-series_4" data-text="N1 Series" tabindex="-1">N1 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>London (<code translate="no" dir="ltr">europe-west2</code>)</td> <td><code translate="no" dir="ltr">$0.0468395</code> per vCPU hour</td> </tr> <tr> <td>Other Europe regions</td> <td><code translate="no" dir="ltr">$0.0421268</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>London (<code translate="no" dir="ltr">europe-west2</code>)</td> <td><code translate="no" dir="ltr">$0.0062767</code> per GB hour</td> </tr> <tr> <td>Other Europe regions</td> <td><code translate="no" dir="ltr">$0.0056373</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n2-series_5" data-text="N2 Series" tabindex="-1">N2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Warsaw (<code translate="no" dir="ltr">europe_central2</code>)</td> <td><code translate="no" dir="ltr">$0.0468395</code> per vCPU hour</td> </tr> <tr> <td>Belgium (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0399889</code> per vCPU hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0468395</code> per vCPU hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe_west3</code>)</td> <td><code translate="no" dir="ltr">$0.0468395</code> per vCPU hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0399879</code> per vCPU hour</td> </tr> <tr> <td>Zurich (<code translate="no" dir="ltr">europe_west6</code>)</td> <td><code translate="no" dir="ltr">$0.050899</code> per vCPU hour</td> </tr> <tr> <td>Paris (<code translate="no" dir="ltr">europe_west9</code>)</td> <td><code translate="no" dir="ltr">$0.0421693</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Warsaw (<code translate="no" dir="ltr">europe_central2</code>)</td> <td><code translate="no" dir="ltr">$0.0062767</code> per GB hour</td> </tr> <tr> <td>Belgium (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0053602</code> per GB hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0062767</code> per GB hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe_west3</code>)</td> <td><code translate="no" dir="ltr">$0.0062767</code> per GB hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0053598</code> per GB hour</td> </tr> <tr> <td>Zurich (<code translate="no" dir="ltr">europe_west6</code>)</td> <td><code translate="no" dir="ltr">$0.0068195</code> per GB hour</td> </tr> <tr> <td>Paris (<code translate="no" dir="ltr">europe_west9</code>)</td> <td><code translate="no" dir="ltr">$0.0056522</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n2d-series_5" data-text="N2D Series" tabindex="-1">N2D Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Belgium (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0347909</code> per vCPU hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0407502</code> per vCPU hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe_west3</code>)</td> <td><code translate="no" dir="ltr">$0.0407502</code> per vCPU hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0348197</code> per vCPU hour</td> </tr> <tr> <td>Paris (<code translate="no" dir="ltr">europe_west9</code>)</td> <td><code translate="no" dir="ltr">$0.0366873</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Belgium (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0046632</code> per GB hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0054602</code> per GB hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe_west3</code>)</td> <td><code translate="no" dir="ltr">$0.0054602</code> per GB hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0046667</code> per GB hour</td> </tr> <tr> <td>Paris (<code translate="no" dir="ltr">europe_west9</code>)</td> <td><code translate="no" dir="ltr">$0.0049174</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c2-series_4" data-text="C2 Series" tabindex="-1">C2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Belgium (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.042987</code> per vCPU hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0503527</code> per vCPU hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe_west3</code>)</td> <td><code translate="no" dir="ltr">$0.050347</code> per vCPU hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0430215</code> per vCPU hour</td> </tr> <tr> <td>Zurich (<code translate="no" dir="ltr">europe_west6</code>)</td> <td><code translate="no" dir="ltr">$0.0547055</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Belgium (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0057615</code> per GB hour</td> </tr> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.006747</code> per GB hour</td> </tr> <tr> <td>Frankfurt (<code translate="no" dir="ltr">europe_west3</code>)</td> <td><code translate="no" dir="ltr">$0.006739</code> per GB hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0057615</code> per GB hour</td> </tr> <tr> <td>Zurich (<code translate="no" dir="ltr">europe_west6</code>)</td> <td><code translate="no" dir="ltr">$0.007337</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c2d-series_4" data-text="C2D Series" tabindex="-1">C2D Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.0438012</code> per vCPU hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0374336</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>London (<code translate="no" dir="ltr">europe_west2</code>)</td> <td><code translate="no" dir="ltr">$0.005865</code> per GB hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.0050128</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c3-series_4" data-text="C3 Series" tabindex="-1">C3 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>London (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.04299</code> per vCPU hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.04302</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>London (<code translate="no" dir="ltr">europe_west1</code>)</td> <td><code translate="no" dir="ltr">$0.00576</code> per GB hour</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe_west4</code>)</td> <td><code translate="no" dir="ltr">$0.00577</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="a2-series_4" data-text="A2 Series*" tabindex="-1">A2 Series*</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$0.0400223</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$0.0053636</code> per GB hour</td> </tr> </tbody> </table> <p><strong>GPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$3.3741</code> per GPU hour (A100 40GB)</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$4.97399</code> per GPU hour (A100 80GB)</td> </tr> </tbody> </table></section> <section><h3 id="g2-series_3" data-text="G2 Series*" tabindex="-1">G2 Series*</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$0.03164</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$0.00371</code> per GB hour</td> </tr> </tbody> </table> <p><strong>GPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td><code translate="no" dir="ltr">$0.70916</code> per GPU hour</td> </tr> </tbody> </table></section> </div> <p><small>*When consuming from a reservation or spot capacity, billing is spread across two SKUs: the <code translate="no" dir="ltr">GCE</code> SKU with the label 'vertex-ai-online-prediction' and the Vertex AI Management Fee SKU. This enables you to use your Committed Use Discounts (CUDs) in Vertex AI.</small></p> <h3 id="pred_apac_skus" data-text="SKU pricing for Asia Pacific" tabindex="-1">SKU pricing for Asia Pacific</h3> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="e2-series_5" data-text="E2 Series" tabindex="-1">E2 Series</h3><p><strong>E2 prediction machine type SKUs</strong></p> <p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia-east1</code>)</td> <td><code translate="no" dir="ltr">$0.0290432</code> per vCPU hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia-east2</code>)</td> <td><code translate="no" dir="ltr">$0.0350968</code> per vCPU hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0322299</code> per vCPU hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia-northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0322299</code> per vCPU hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia-south1</code>)</td> <td><code translate="no" dir="ltr">$0.0301288</code> per vCPU hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0309453</code> per vCPU hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0355925</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia-east1</code>)</td> <td><code translate="no" dir="ltr">$0.0038927</code> per GB hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia-east2</code>)</td> <td><code translate="no" dir="ltr">$0.0047035</code> per GB hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0042999</code> per GB hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia-northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0042999</code> per GB hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia-south1</code>)</td> <td><code translate="no" dir="ltr">$0.0040376</code> per GB hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0041458</code> per GB hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.004769</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n1-series_5" data-text="N1 Series" tabindex="-1">N1 Series</h3><p><strong>N1 Prediction machine type SKUs</strong></p> <p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0467107</code> per vCPU hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.04484885</code> per vCPU hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0515844</code> per vCPU hour</td> </tr> <tr> <td>Other Asia Pacific regions</td> <td><code translate="no" dir="ltr">$0.0421268</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.00623185</code> per GB hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0060099</code> per GB hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.00691265</code> per GB hour</td> </tr> <tr> <td>Other Asia Pacific regions</td> <td><code translate="no" dir="ltr">$0.0056373</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n2-series_6" data-text="N2 Series" tabindex="-1">N2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0420923</code> per vCPU hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia_east2</code>)</td> <td><code translate="no" dir="ltr">$0.0508656</code> per vCPU hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0467107</code> per vCPU hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia_northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0467107</code> per vCPU hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia_south1</code>)</td> <td><code translate="no" dir="ltr">$0.0436655</code> per vCPU hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0448488</code> per vCPU hour</td> </tr> <tr> <td>Jakarta (<code translate="no" dir="ltr">asia_southeast2</code>)</td> <td><code translate="no" dir="ltr">$0.0488853</code> per vCPU hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0515844</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0056419</code> per GB hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia_east2</code>)</td> <td><code translate="no" dir="ltr">$0.0068172</code> per GB hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0062318</code> per GB hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia_northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0062318</code> per GB hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia_south1</code>)</td> <td><code translate="no" dir="ltr">$0.0058512</code> per GB hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0060099</code> per GB hour</td> </tr> <tr> <td>Jakarta (<code translate="no" dir="ltr">asia_southeast2</code>)</td> <td><code translate="no" dir="ltr">$0.0065504</code> per GB hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0069126</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n2d-series_6" data-text="N2D Series" tabindex="-1">N2D Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0366206</code> per vCPU hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia_east2</code>)</td> <td><code translate="no" dir="ltr">$0.0442531</code> per vCPU hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0406387</code> per vCPU hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia_south1</code>)</td> <td><code translate="no" dir="ltr">$0.0208725</code> per vCPU hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0390184</code> per vCPU hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0448787</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0049082</code> per GB hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia_east2</code>)</td> <td><code translate="no" dir="ltr">$0.0059305</code> per GB hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0054222</code> per GB hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia_south1</code>)</td> <td><code translate="no" dir="ltr">$0.0027979</code> per GB hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.005229</code> per GB hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0060145</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c2-series_5" data-text="C2 Series" tabindex="-1">C2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.045249</code> per vCPU hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia_east2</code>)</td> <td><code translate="no" dir="ltr">$0.0546802</code> per vCPU hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0502136</code> per vCPU hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia_northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0502136</code> per vCPU hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia_south1</code>)</td> <td><code translate="no" dir="ltr">$0.0469407</code> per vCPU hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0482126</code> per vCPU hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.055453</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0060651</code> per GB hour</td> </tr> <tr> <td>Hong Kong (<code translate="no" dir="ltr">asia_east2</code>)</td> <td><code translate="no" dir="ltr">$0.0073289</code> per GB hour</td> </tr> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia_northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0066987</code> per GB hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia_northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0066987</code> per GB hour</td> </tr> <tr> <td>Mumbai (<code translate="no" dir="ltr">asia_south1</code>)</td> <td><code translate="no" dir="ltr">$0.0062905</code> per GB hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0064607</code> per GB hour</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0074313</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c2d-series_5" data-text="C2D Series" tabindex="-1">C2D Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0393656</code> per vCPU hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0419417</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia_east1</code>)</td> <td><code translate="no" dir="ltr">$0.0052716</code> per GB hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0056166</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="c3-series_5" data-text="C3 Series" tabindex="-1">C3 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.04821</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Singapore (<code translate="no" dir="ltr">asia_southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.00646</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="a2-series_5" data-text="A2 Series*" tabindex="-1">A2 Series*</h3><p><strong>A2 Prediction machine type SKUs</strong></p> <p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0467107</code> per vCPU hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia-northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0467107</code> per vCPU hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0448488</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td><code translate="no" dir="ltr">$0.00623185</code> per GB hour</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia-northeast3</code>)</td> <td><code translate="no" dir="ltr">$0.0062318</code> per GB hour</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$0.0060099</code> per GB hour</td> </tr> </tbody> </table> <p><strong>GPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td><code translate="no" dir="ltr">$3.5673</code> per GPU hour (A100 40GB)</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia-northeast3</code>)</td> <td><code translate="no" dir="ltr">$3.5673</code> per GPU hour (A100 40GB)</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$3.5673</code> per GPU hour (A100 40GB)</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td><code translate="no" dir="ltr">$5.57298</code> per GPU hour (A100 80GB)</td> </tr> </tbody> </table></section> </div> <p><small>*When consuming from a reservation or spot capacity, billing is spread across two SKUs: the <code translate="no" dir="ltr">GCE</code> SKU with the label 'vertex-ai-online-prediction' and the Vertex AI Management Fee SKU. This enables you to use your Committed Use Discounts (CUDs) in Vertex AI.</small></p> <h3 id="pred_me_skus" data-text="SKU pricing for Middle East" tabindex="-1">SKU pricing for Middle East</h3> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="n2-series_7" data-text="N2 Series" tabindex="-1">N2 Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tel Aviv (<code translate="no" dir="ltr">me_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0399879</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tel Aviv (<code translate="no" dir="ltr">me_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0053598</code> per GB hour</td> </tr> </tbody> </table></section> <section><h3 id="n2d-series_7" data-text="N2D Series" tabindex="-1">N2D Series</h3><p><strong>vCPU</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tel Aviv (<code translate="no" dir="ltr">me_west1</code>)</td> <td><code translate="no" dir="ltr">$0.03479</code> per vCPU hour</td> </tr> </tbody> </table> <p><strong>RAM</strong></p> <table> <thead> <tr> <th>Location</th> <th>Price per hour</th> </tr> </thead> <tbody> <tr> <td>Tel Aviv (<code translate="no" dir="ltr">me_west1</code>)</td> <td><code translate="no" dir="ltr">$0.0046628</code> per GB hour</td> </tr> </tbody> </table></section> </div> <p>Some machine types allow you to add optional <a href="/vertex-ai/docs/predictions/configure-compute#gpus" track-type="inline link">GPU accelerators for prediction</a>. Optional GPUs incur an additional charge, separate from those described in the previous table. View each pricing table, which describes the pricing for each type of optional GPU.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="the-americas" data-text="The Americas" tabindex="-1">The Americas</h3><p><strong>Accelerators - price per hour</strong></p> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_P4</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td>$0.6900</td> </tr> <tr> <td>N. Virginia (<code translate="no" dir="ltr">us-east4</code>)</td> <td>$0.6900</td> </tr> <tr> <td>Montréal (<code translate="no" dir="ltr">northamerica-northeast1</code>)</td> <td>$0.7475</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_P100</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Oregon (<code translate="no" dir="ltr">us-west1</code>)</td> <td>$1.6790</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td>$1.6790</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us-east1</code>)</td> <td>$1.6790</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_T4</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Oregon (<code translate="no" dir="ltr">us-west1</code>)</td> <td>$0.4025</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td>$0.4025</td> </tr> <tr> <td>South Carolina (<code translate="no" dir="ltr">us-east1</code>)</td> <td>$0.4025</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_V100</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Oregon (<code translate="no" dir="ltr">us-west1</code>)</td> <td>$2.8520</td> </tr> <tr> <td>Iowa (<code translate="no" dir="ltr">us-central1</code>)</td> <td>$2.8520</td> </tr> </tbody> </table></section> <section><h3 id="europe" data-text="Europe" tabindex="-1">Europe</h3><p><strong>Accelerators - price per hour</strong></p> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_P4</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td>$0.7475</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_P100</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Belgium (<code translate="no" dir="ltr">europe-west1</code>)</td> <td>$1.8400</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_T4</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>London (<code translate="no" dir="ltr">europe-west2</code>)</td> <td>$0.4715</td> </tr> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td>$0.4370</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_V100</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Netherlands (<code translate="no" dir="ltr">europe-west4</code>)</td> <td>$2.9325</td> </tr> </tbody> </table></section> <section><h3 id="asia-pacific" data-text="Asia Pacific" tabindex="-1">Asia Pacific</h3><p><strong>Accelerators - price per hour</strong></p> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_P4</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td>$0.7475</td> </tr> <tr> <td>Sydney (<code translate="no" dir="ltr">australia-southeast1</code>)</td> <td>$0.7475</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_P100</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia-east1</code>)</td> <td>$1.8400</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_T4</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Tokyo (<code translate="no" dir="ltr">asia-northeast1</code>)</td> <td>$0.4255</td> </tr> <tr> <td>Singapore (<code translate="no" dir="ltr">asia-southeast1</code>)</td> <td>$0.4255</td> </tr> <tr> <td>Seoul (<code translate="no" dir="ltr">asia-northeast3</code>)</td> <td>$0.4485</td> </tr> </tbody> </table> <table> <thead> <tr> <th><code translate="no" dir="ltr">NVIDIA_TESLA_V100</code></th> <th></th> </tr> </thead> <tbody> <tr> <td>Taiwan (<code translate="no" dir="ltr">asia-east1</code>)</td> <td>$2.932</td> </tr> </tbody> </table></section> </div> <p>Pricing is per GPU. If you use multiple GPUs per prediction node (or if your version scales to use multiple nodes),the costs scale accordingly.</p> <p>AI Platform Prediction serves predictions from your model by running a number of virtual machines ("nodes"). By default, Vertex AI automatically scales the number of nodes running at any time. For online prediction, the number of nodes scales to meet demand. Each node can respond to multiple prediction requests. For batch prediction, the number of nodes scales to reduce the total time it takes to run a job. You can customize how prediction nodes scale.</p> <p>You are charged for the time that each node runs for your model, including:</p> <ul> <li>When the node is processing a batch prediction job.</li> <li>When the node is processing an online prediction request.</li> <li>When the node is in a ready state for serving online predictions.</li> </ul> <p>The cost of one node running for one hour is a <em>node hour</em>. The <a href="#prediction-prices" track-type="inline link">table of prediction prices</a> describes the price of a node hour, which varies across regions and between online prediction and batch prediction.</p> <p>You can consume node hours in fractional increments. For example, one node running for 30 minutes costs 0.5 node hours.</p> <p><strong>Cost calculations for Compute Engine (N1) machine types</strong></p> <ul> <li>The running time of a node is billed in 30-second increments. This means that every 30 seconds, your project is billed for 30 seconds worth of whatever vCPU, RAM, and GPU resources that your node is using at that moment.</li> </ul> <p><strong>More about automatic scaling of prediction nodes</strong></p> <table> <thead> <tr> <th>Online prediction</th> <th>Batch prediction</th> </tr> </thead> <tbody> <tr> <td> The priority of the scaling is to reduce the latency of individual requests. The service keeps your model in a ready state for a few idle minutes after servicing a request. </td> <td> The priority of the scaling is to reduce the total elapsed time of the job. </td> </tr> <tr> <td> Scaling affects your total charges each month: the more numerous and frequent your requests, the more nodes will be used. </td> <td> Scaling should have little effect on the price of your job, though there is some overhead involved in bringing up a new node. </td> </tr> <tr> <td> <p> You can choose to let the service scale in response to traffic <i>(automatic scaling)</i> or you can specify a number of nodes to run constantly to avoid latency <i>(manual scaling)</i>. </p> <ul> <li> If you choose automatic scaling, the number of nodes scales automatically. For AI Platform Prediction legacy (MLS1) machine type deployments, the number of nodes can scale down to zero for no-traffic durations. Vertex AI deployments and other types of AI Platform Prediction deployments cannot scale down to zero nodes. </li> <li> If you choose manual scaling, you specify a number of nodes to keep running all the time. You are charged for all of the time that these nodes are running, starting at the time of deployment and persisting until you delete the model version. </li> </ul> </td> <td> You can affect scaling by setting a maximum number of nodes to use for a batch prediction job, and by setting the number of nodes to keep running for a model when you deploy it. </td> </tr> </tbody> </table> <p><strong>Batch prediction jobs are charged after job completion</strong></p> <p>Batch prediction jobs are charged after job completion, not incrementally during the job. Any Cloud Billing budget alerts that you have configured aren't triggered while a job is running. Before starting a large job, consider running some cost benchmark jobs with small input data first.</p> <p><strong>Example of a prediction calculation</strong></p> <p>A real-estate company in an Americas region runs a weekly prediction of housing values in areas it serves. In one month, it runs predictions for four weeks in batches of <code translate="no" dir="ltr">3920</code>, <code translate="no" dir="ltr">4277</code>, <code translate="no" dir="ltr">3849</code>, and <code translate="no" dir="ltr">3961</code>. Jobs are limited to one node and each instance takes an average of <code translate="no" dir="ltr">0.72</code> seconds of processing.</p> <p>First calculate the length of time that each job ran:</p> <div></div><devsite-code><pre suppresswarning="true" translate="no" dir="ltr" is-upgraded> 3920 instances * (0.72 seconds / 1 instance) * (1 minute / 60 seconds) = 47.04 minutes 4277 instances * (0.72 seconds / 1 instance) * (1 minute / 60 seconds) = 51.324 minutes 3849 instances * (0.72 seconds / 1 instance) * (1 minute / 60 seconds) = 46.188 minutes 3961 instances * (0.72 seconds / 1 instance) * (1 minute / 60 seconds) = 47.532 minutes </pre></devsite-code> <p>Each job ran for more than ten minutes, so it is charged for each minute of processing:</p> <div></div><devsite-code><pre suppresswarning="true" translate="no" dir="ltr" is-upgraded> ($0.0909886 / 1 node hour) * (1 hour / 60 minutes) * 48 minutes * 1 node = $0.0632964 ($0.0909886 / 1 node hour) * (1 hour / 60 minutes) * 52 minutes * 1 node = $0.0685711 ($0.0909886 / 1 node hour) * (1 hour / 60 minutes) * 47 minutes * 1 node = $0.061977725 ($0.0909886 / 1 node hour) * (1 hour / 60 minutes) * 48 minutes * 1 node = $0.0632964 </pre></devsite-code> <p>The total charge for the month is $0.26.</p> <p>This example assumed jobs ran on a single node and took a consistent amount of time per input instance. In real usage, make sure to account for multiple nodes and use the actual amount of time each node spends running for your calculations.</p> <h3 id="explanations" data-text="Charges for Vertex Explainable AI" tabindex="-1">Charges for Vertex Explainable AI</h3> <p><strong>Feature-based explanations</strong></p> <p><a href="/vertex-ai/docs/explainable-ai/overview#feature-based">Feature-based explanations</a> come at no extra charge to prediction prices. However, explanations take longer to process than normal predictions, so heavy usage of Vertex Explainable AI along with auto-scaling could result in more nodes being started, which would increase prediction charges.</p> <p><strong>Example-based explanations</strong></p> <p>Pricing for <a href="/vertex-ai/docs/explainable-ai/overview#example-based">example-based explanations</a> consists of the following:</p> <ul> <li><p>When you upload a model or update a model's dataset, you are billed:</p> <ul> <li>per node hour for the batch prediction job that is used to generate the latent space representations of examples. This is billed at the same rate as <a href="/vertex-ai/pricing#prediction-prices">prediction</a>.</li> <li>a cost for building or updating indexes. This cost is the same as the indexing costs for <a href="/vertex-ai/pricing#vectorsearch">Vector Search</a>, which is <strong>number of examples * number of dimensions * 4 bytes per float * $3.00 per GB</strong>. For example, if you have 1 million examples and 1,000 dimension latent space, the cost is $12 (1,000,000 * 1,000 * 4 * 3.00 / 1,000,000,000).</li> </ul></li> <li><p>When you deploy to an endpoint, you are billed per node hour for each node in your endpoint. All compute associated with the endpoint is charged at same rate as <a href="/vertex-ai/pricing#prediction-prices">prediction</a>. However, because Example-based explanations require additional compute resources to serve the Vector Search index, this results in more nodes being started which increases prediction charges.</p></li> </ul> <h2 id="nas" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Neural Architecture Search" tabindex="-1">Vertex AI Neural Architecture Search</h2> <p>The following tables summarize the pricing in each region where Neural Architecture Search is available.</p> <h3 id="prices" data-text="Prices" tabindex="-1">Prices</h3> <p>The following tables provide the <em>price per hour</em> of various configurations.</p> <p>You can choose a predefined scale tier or a custom configuration of selected machine types. If you choose a custom configuration, sum the costs of the virtual machines you use.</p> <p>Accelerator-enabled legacy machine types include the cost of the accelerators in their pricing. If you use Compute Engine machine types and attach accelerators, the cost of the accelerators is separate. To calculate this cost, multiply the prices in the following table of accelerators by the number of each type of accelerator you use.</p> <h3 id="machine_types_3" data-text="Machine types" tabindex="-1">Machine types</h3>  <div> <devsite-selector> <section> <h3 id="americas" data-text="Americas" tabindex="-1">Americas</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_1818c6ac29379314cc381a19831c253e656c43934a1347c4bae1eb79f0b22a78.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> <section> <h3 id="europe_1" data-text="Europe" tabindex="-1">Europe</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_8d71af14345c2d71d90bc9563a902762a6e2dcc96c752adaff82d5b829328356.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> <section> <h3 id="asia-pacific_1" data-text="Asia Pacific" tabindex="-1">Asia Pacific</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_5f66575b0655f1f5bb6a408140f5ce10b17ef2425afaa845671852a311d3050a.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> </devsite-selector> </div>  <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <p>Prices for <code translate="no" dir="ltr">a2-highgpu</code> instances include the charges for the attached <code translate="no" dir="ltr">NVIDIA_TESLA_A100</code> Accelerators.</p> <h3 id="accelerators_3" data-text="Accelerators" tabindex="-1">Accelerators</h3>  <div> <devsite-selector> <section> <h3 id="americas_1" data-text="Americas" tabindex="-1">Americas</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_46a480ccc1ffeab4aa4655c05c47ccab93a785f86163f9cc76d30980a744bf8a.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> <section> <h3 id="europe_2" data-text="Europe" tabindex="-1">Europe</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_7f1e80f7b5f4e72375ae9993f00fce5af9044892626d6c761508dda39ab1fa67.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> <section> <h3 id="asia-pacific_2" data-text="Asia Pacific" tabindex="-1">Asia Pacific</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_4384f79b7b71460ae3f4e6fae1f4d3d4eae95cf3a7c0f6ac62311dc81f79212c.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> </devsite-selector> </div>  <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <h3 id="disks_3" data-text="Disks" tabindex="-1">Disks</h3>  <div> <devsite-selector> <section> <h3 id="americas_2" data-text="Americas" tabindex="-1">Americas</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_310676f42b72af6426135aca36527a9822025eaa7881a35d7acfbf05469307bf.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> <section> <h3 id="europe_3" data-text="Europe" tabindex="-1">Europe</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_f8a95e24cdbad8fcd2f6996646fdb4db955e375546465d8a114a2c99578acfb5.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> <section> <h3 id="asia-pacific_3" data-text="Asia Pacific" tabindex="-1">Asia Pacific</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_a59c1dda129c158dab3761ae6d508e53b70eb188fee6c657f903cd32eca6c523.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> </devsite-selector> </div>  <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <p><small>Notes: <ol> <li>All use is subject to the Neural Architecture Search quota policy.</li> <li>You are required to store your data and program files in Cloud Storage buckets during the Neural Architecture Search lifecycle. See <a href="#gcs">more about Cloud Storage usage</a>.</li> <li>For volume-based discounts, <a href="/contact">contact the Sales team</a>.</li> <li id="note-5">The disk price is only charged when you configure the disk size of each VM to be larger than 100 GB. There is no charge for the first 100 GB (the default disk size) of disk for each VM. For example, if you configure each VM to have 105 GB of disk, then you are charged for 5 GB of disk for each VM.</li> </ol> </small></p> <p><a id="gcs"></a></p> <h3 id="required_use_of" data-text="Required use of Cloud Storage" tabindex="-1">Required use of Cloud Storage</h3> <p>In addition to the costs described in this document, you are required to store data and program files in Cloud Storage buckets during the Neural Architecture Search lifecycle. This storage is subject to the <a href="/storage/pricing">Cloud Storage pricing policy</a>.</p> <p>Required use of Cloud Storage includes:</p> <ul> <li><p>Staging your training application package.</p></li> <li><p>Storing your training input data.</p> <aside class="note"><strong>Note:</strong><span> You can use another Google Cloud service to store your input data, such as BigQuery, which has its own associated <a href="/bigquery/pricing">pricing</a>.</span></aside></li> <li><p>Storing the output of your jobs. Neural Architecture Search doesn't require long-term storage of these items. You can remove the files as soon as the operation is complete.</p></li> </ul> <h3 id="free_operations_for_managing_your_resources" data-text="Free operations for managing your resources" tabindex="-1">Free operations for managing your resources</h3> <p>The resource management operations provided by Neural Architecture Search are available free of charge. The Neural Architecture Search quota policy does limit some of these operations.</p> <table> <thead> <tr> <th>Resource</th> <th>Free operations</th> </tr> </thead> <tbody> <tr> <td>jobs</td> <td>get, list, cancel</td> </tr> <tr> <td>operations</td> <td>get, list, cancel, delete</td> </tr> </tbody> </table> <h2 id="pipelines" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Pipelines" tabindex="-1">Vertex AI Pipelines</h2> <p>Vertex AI Pipelines charges a run execution fee of $0.03 per Pipeline Run. You are not charged the execution fee during the Preview release. You also pay for Google Cloud resources you use with Vertex AI Pipelines, such as Compute Engine resources consumed by pipeline components (charged at the same rate as for <a href="#training" track-type="inline link">Vertex AI training</a>). Finally, you are responsible for the cost of any services (such as Dataflow) called by your pipeline.</p> <h2 id="featurestore" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Feature Store" tabindex="-1">Vertex AI Feature Store</h2> <p>Vertex AI Feature Store is Generally Available (GA) since November 2023. For information on the previous version of the product go to <a href="/vertex-ai/docs/featurestore/overview">Vertex AI Feature Store (Legacy)</a>.</p> <h3 id="new_vertex_ai_feature_store" data-text="New Vertex AI Feature Store" tabindex="-1">New Vertex AI Feature Store</h3> <p>The new Vertex AI Feature Store supports functionality across 2 types of operations:</p> <ul> <li><strong>Offline operations</strong> are operations to transfer, store, retrieve and transform data in the offline store (BigQuery)</li> <li><strong>Online operations</strong> are operations to transfer data into the online store(s) and operations on data while it is in the online store(s).</li> </ul> <h4 id="offline_operations_pricing" data-text="Offline Operations Pricing" tabindex="-1">Offline Operations Pricing</h4> <p>Since BigQuery is used for offline operations, please refer to <a href="/bigquery/pricing">BigQuery pricing</a> for functionality such as ingestion to the offline store, querying the offline store, and offline storage.</p> <h4 id="online_operations_pricing" data-text="Online Operations Pricing" tabindex="-1">Online Operations Pricing</h4> <p>For online operations, Vertex AI Feature Store charges for any GA features to transfer data into the online store, serve data or store data. A <em>node-hour</em> represents the time a virtual machine spends to complete an operation, charged to the minute.</p> <div> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Operation', 'Price']}, {'cells': ['Data processing node<br>\n <i>Data processing (e.g. ingesting into any online<br>\n store, monitoring, etc.)</i>\n ', {'priceByRegion': {'uscentral1': '0.08', 'uswest1': '0.08', 'uswest2': '0.10', 'uswest3': '0.10', 'useast1': '0.09', 'useast4': '0.08', 'asianortheast1': '0.10', 'asianortheast2': '0.10', 'europewest1': '0.09', 'europewest2': '0.09', 'europewest3': '0.09', 'europewest4': '0.08', 'europewest8': '0.09'}, 'format': '%{price}% per node-hour', 'decimalPlaces': 7}]}, {'cells': ['Optimized online serving node<br>\n <i>Low latency serving and embeddings serving</i><br>\n <i>Each node includes 200GB of storage</i>\n ', {'priceByRegion': {'uscentral1': '0.30', 'uswest1': '0.30', 'uswest2': '0.36', 'uswest3': '0.36', 'useast1': '0.34', 'useast4': '0.30', 'asianortheast1': '0.38', 'asianortheast2': '0.38', 'europewest1': '0.33', 'europewest2': '0.34', 'europewest3': '0.35', 'europewest4': '0.32', 'europewest8': '0.35'}, 'format': '%{price}% per node-hour', 'decimalPlaces': 7}]}, {'cells': ['Bigtable online serving node<br>\n <i>Serving with Cloud Bigtable</i>\n ', {'priceByRegion': {'uscentral1': '0.94', 'uswest1': '0.94', 'uswest2': '1.13', 'uswest3': '1.13', 'useast1': '1.06', 'useast4': '0.94', 'asianortheast1': '1.20', 'asianortheast2': '1.20', 'europewest1': '1.03', 'europewest2': '1.07', 'europewest3': '1.11', 'europewest4': '0.99', 'europewest8': '1.09'}, 'format': '%{price}% per node-hour', 'decimalPlaces': 7}]}, {'cells': ['Bigtable online serving storage<br>\n <i>Storage for serving with Cloud Bigtable</i>\n ', {'priceByRegion': {'uscentral1': '0.25', 'uswest1': '0.25', 'uswest2': '0.30', 'uswest3': '0.30', 'useast1': '0.28', 'useast4': '0.25', 'asianortheast1': '0.32', 'asianortheast2': '0.32', 'europewest1': '0.28', 'europewest2': '0.29', 'europewest3': '0.29', 'europewest4': '0.26', 'europewest8': '0.29'}, 'format': '%{price}% per GB-month', 'decimalPlaces': 7}]}]}" hideRate="true"> </cloudx-pricing-table> </div> <p><small>Optimized online serving and Bigtable online serving use different architectures, so their nodes are not comparable.</small></br> <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <h4 id="online_operations_workload_estimates" data-text="Online Operations Workload Estimates" tabindex="-1">Online Operations Workload Estimates</h4> <p>Consider the following guidelines when estimating your workloads. The number of nodes required for a given workload may differ across each serving approach.</p> <ul> <li>Data processing: <ul> <li>Ingestion - One node can ingest approximately a minimum of 100 MB of data per hour into a Bigtable Online Store or an Optimized Online Store if no analytical functions are used.</li> </ul></li> <li>Bigtable online serving: Each node can support approximately 15,000 QPS and up to 5TB of storage.</li> <li>Optimized online serving: Performance is based on the machine type and replicas, which are automatically configured to minimize costs subject to the workload. Each node can have a minimum of 2 and a maximum of 6 replicas for high availability and autoscaling. You're charged for the number of replicas accordingly. For more details, see the <a href="#example-monthly-scenarios">example monthly scenarios</a>. <ul> <li>For non embeddings-related workloads, each node can support approximately 500 QPS and up to 200GB of storage.</li> <li>For embeddings-related workloads, each node can support approximately 500 QPS and up to 4 GB of storage of 512 dimensional data.</li> </ul></li> </ul> <p>You can view the number of nodes (with replicas) in the Metric Explorer: <figure> <img alt="Metric Explorer to figure out the number of nodes been used." src="/static/vertex-ai/docs/featurestore/images/sample-metrics-explorer.png"> <figcaption>Metric Explorer to figure out the number of nodes been used.</figcaption> </figure></p> <h4 id="example-monthly-scenarios" data-text="Example Monthly Scenarios (assuming us-central1)" tabindex="-1">Example Monthly Scenarios (assuming us-central1)</h4> <p>Data streaming workload - Bigtable online serving with 2.5TB of data (1GB refreshed daily) and 1200QPS</p> <table style="table-layout: fixed;"> <thead> <tr> <th><strong>Operations</strong></th> <th><strong>Monthly Usage</strong></th> <th><strong>Monthly Cost</strong></th> </tr> </thead> <tbody> <tr> <td>Data processing node</th> <td>(1 GB/day) * (30 days/month) * (1,000 MB/GB) * (1 node-hr / 100MB) = 300 node-hr </td> <td>300 node-hr * ($0.08 per node-hr) = <strong>$24</strong></td> </tr> <tr> <td>Optimized online serving node</th> <td>N/A</td> <td>N/A</td> </tr> <tr> <td>Bigtable online serving node</th> <td>(1 node) * (24 hr/day) * (30 days/month) = 720 node-hr</td> <td>720 node-hr * ($0.94 per node-hr) = <strong>$677</strong></td> </tr> <tr> <td>Bigtable online serving storage</th> <td>(2.5 TB-month) * (1000 GB/TB) = 2500 GB-month</td> <td>2500 GB-month * ($0.25 per GB-month) = <strong>$625</strong></td> </tr> <tr> <td><i>Total</i></th> <td></td> <td><i>$1,326</i></td> </tr> </tbody> </table> <p>High QPS workload - Optimized online serving with 10GB of non-embedding data (5GB refreshed daily) and 2000QPS</p> <table style="table-layout: fixed;"> <thead> <tr> <th><strong>Operations</strong></th> <th><strong>Monthly Usage</strong></th> <th><strong>Monthly Cost</strong></th> </tr> </thead> <tbody> <tr> <td>Data processing node</th> <td>(5 GB/day) * (30 days/month) * (1,000 MB/GB) * (1 node-hr / 100MB) = 1500 node-hr </td> <td>1500 node-hr * ($0.08 per node-hr) = <strong>$120</strong></td> </tr> <tr> <td>Optimized online serving node</th> <td>Roundup(10GB * (1 node / 200 GB)) = 1 * max(2 default replicas, 2000 QPS * (1 replica / 500 QPS)) = 4 total nodes * (24 hr/day) * (30days/month) =2880 node-hr</td> <td>2880 node-hr * (0.30 per node-hr) = <strong>$864</strong></td> </tr> <tr> <td>Bigtable online serving node</th> <td>N/A</td> <td>N/A</td> </tr> <tr> <td>Bigtable online serving storage</th> <td>N/A</td> <td>N/A</td> </tr> <tr> <td><i>Total</i></th> <td></td> <td><i>$984</i></td> </tr> </tbody> </table> <p>Embeddings serving workload - Optimized online serving with 20GB of embeddings data (2GB refreshed daily) and 800QPS</p> <table style="table-layout: fixed;"> <thead> <tr> <th><strong>Operations</strong></th> <th><strong>Monthly Usage</strong></th> <th><strong>Monthly Cost</strong></th> </tr> </thead> <tbody> <tr> <td>Data processing node</th> <td>(2 GB/day) * (30 days/month) * (1,000 MB/GB) * (1 node-hr / 100MB) = 600 node-hr </td> <td>600 node-hr * ($0.08 per node-hr) = <strong>$48</strong></td> </tr> <tr> <td>Optimized online serving node</th> <td>Roundup(20GB* (1 node / 4GB) = 5 * max(2 default replicas, 800 QPS * (1 replica / 500 QPS)) = 10 total nodes * (24 hr/day) * (30days/month) = 7200 node-hr</td> <td>7200 node-hr * (0.30 per node-hr) = <strong>$2160</strong></td> </tr> <tr> <td>Bigtable online serving node</th> <td>N/A</td> <td>N/A</td> </tr> <tr> <td>Bigtable online serving storage</th> <td>N/A</td> <td>N/A</td> </tr> <tr> <td><i>Total</i></th> <td></td> <td><i>$2,208</i></td> </tr> </tbody> </table> <h3 id="legacy" class="cloud-jump-section" data-text="Vertex AI Feature Store (Legacy)" tabindex="-1">Vertex AI Feature Store (Legacy)</h3> <p>Prices for Vertex AI Feature Store (Legacy) are based on the amount of feature data in online and offline storage as well as the availability of online serving. A <em>node per hour</em> represents the time a virtual machine spends serving feature data or waiting in a ready state to handle feature data requests.</p> <div> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_bc0a18b4a4959ff3286fff8b0576a6915f85f1b2f4ea3a2a4c12cafbaa3a598f.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </div> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small><br/></p> <p>When you enable feature value monitoring, billing includes applicable charges above in addition to applicable charges that follow:</p> <ul> <li>$3.50 per GB for all data analyzed. With snapshot analysis enabled, snapshots taken for data in Vertex AI Feature Store (Legacy) are included. With import feature analysis enabled, batches of ingested data are included.</li> <li>Additional charges for other Vertex AI Feature Store (Legacy) operations used with feature value monitoring include the following: <ul> <li>The snapshot analysis feature periodically takes a snapshot of the feature values based on your configuration for the monitoring interval.</li> <li>The charge for a snapshot export is the same as a regular batch export operation.</li> </ul></li> </ul> <h4 id="snapshot_analysis_example" data-text="Snapshot Analysis Example" tabindex="-1">Snapshot Analysis Example</h4> <p>A data scientist enables feature value monitoring for their Vertex AI Feature Store (Legacy) and turns on monitoring for a daily snapshot analysis. A pipeline runs daily for the entity types monitoring. The pipeline scans 2GB of data in Vertex AI Feature Store (Legacy) and exports a snapshot containing 0.1GB of data. The total charge for one day's analysis is:</p> <div></div><devsite-code><pre suppresswarning="true" translate="no" dir="ltr" is-upgraded> (0.1 GB * $3.50) + (2 GB * $0.005) = $0.36 </pre></devsite-code> <h4 id="ingestion_analysis_example" data-text="Ingestion Analysis Example" tabindex="-1">Ingestion Analysis Example</h4> <p>A data scientist enables feature value monitoring for their Vertex AI Feature Store (Legacy) and turns on monitoring for ingestion operations. An ingestion operation imports 1GB of data into Vertex AI Feature Store (Legacy). The total charge for feature value monitoring is:</p> <div></div><devsite-code><pre suppresswarning="true" translate="no" dir="ltr" is-upgraded> (1 GB * $3.50) = $3.50 </pre></devsite-code> <h2 id="metadata" class="cloud-jump-section cloud-headline2" data-text="Vertex ML Metadata" tabindex="-1">Vertex ML Metadata</h2> <p>Metadata storage is measured in binary gigabytes (GiB), where 1 GiB is 1,073,741,824 bytes. This unit of measurement is also known as a <code translate="no" dir="ltr">gibibyte</code>.</p> <p>Vertex ML Metadata charges $10 per gibibyte (GiB) per month for metadata storage. Prices are pro-rated per megabyte (MB). For example, if you store 10 MB of metadata, you are charged $0.10 per month for that 10 MB of metadata.</p> <p>Prices are the same in all regions where Vertex ML Metadata is supported.</p> <h2 id="tensorboard" class="cloud-jump-section cloud-headline2" data-text="Vertex AI TensorBoard" tabindex="-1">Vertex AI TensorBoard</h2> <p>To use Vertex AI TensorBoard, request that the IAM administrator of the project assign you to the role <a href="/vertex-ai/docs/general/access-control?_gl=1*z5or5y*_ga*MjEyMDg4MTg1MS4xNjgwMjg5NjA4*_ga_4LYFWVHBEB*MTY4MTI0NzgzMi4zLjEuMTY4MTI0Nzg0Mi4wLjAuMA#aiplatform.tensorboardWebAppUser" track-type="inline link">"Vertex AI TensorBoard Web App User"</a>. The Vertex AI Administrator role also has access.</p> <p>Beginning in August 2023, Vertex AI TensorBoard pricing changed from a per-user monthly license of $300/month to $10 GiB/month for data storage of logs and metrics. This means no more subscription fees. You will only pay for the storage you’ve used. See the <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/experiments/delete_outdated_tensorboard_experiments.ipynb">Vertex AI TensorBoard: Delete Outdated TensorBoard Experiments</a> tutorial for how to manage storage.</p> <h2 id="vizier" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Vizier" tabindex="-1">Vertex AI Vizier</h2> <p>Vertex AI Vizier is a black-box optimization service inside Vertex AI. The Vertex AI Vizier pricing model consists of the following:</p> <ul> <li>There is no charge for trials that use <code translate="no" dir="ltr">RANDOM_SEARCH</code> and <code translate="no" dir="ltr">GRID_SEARCH</code>. <a href="/vertex-ai/docs/vizier/overview#search_algorithms" track-type="inline link">Learn more about the search algorithms</a>.</li> <li>The first 100 Vertex AI Vizier trials per calendar month are available at no charge (trials using <code translate="no" dir="ltr">RANDOM_SEARCH</code> and <code translate="no" dir="ltr">GRID_SEARCH</code> do not count against this total).</li> <li>After 100 Vertex AI Vizier trials, subsequent trials during the same calendar month are charged at $1 per trial (trials that use <code translate="no" dir="ltr">RANDOM_SEARCH</code> or <code translate="no" dir="ltr">GRID_SEARCH</code> incur no charges).</li> </ul> <h2 id="vectorsearch" class="cloud-jump-section cloud-headline2" data-text="Vector Search" tabindex="-1">Vector Search</h2> <p>Pricing for Vector Search <b>Approximate Nearest Neighbor</b> service consists of:</p> <ul> <li>Per node hour pricing for each VM used to host a deployed index.</li> <li>A cost for building new indexes, updating existing indexes, and using streaming index updates.</li> </ul> <p>Data processed during building and updating indexes is measured in binary gigabytes (GiB), where 1 GiB is 1,073,741,824 bytes. This unit of measurement is also known as a <code translate="no" dir="ltr">gibibyte</code>.</p> <p>Vector Search charges $3.00 per gibibyte (GiB) of data processed in all regions. Vector Search charges $0.45/GiB ingested for Streaming Update inserts.</p> <p>The following tables summarize the pricing of an index serving in each region where the Vector Search is available. The price corresponds to the machine type, by region, and is charged per node hour.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="the-americas_1" data-text="The Americas" tabindex="-1">The Americas</h3><table> <thead> <tr> <th>Region</th> <th>e2-standard-2</th> <th>e2-standard-16</th> <th>e2-highmem-16</th> <th>n2d-standard-32</th> <th>n1-standard-16</th> <th>n1-standard-32</th> </tr> </thead> <tbody> <tr> <td>us_central1</td> <td>0.094</td> <td>0.75</td> <td>1.012</td> <td>1.893</td> <td>1.064</td> <td>2.128</td> </tr> <tr> <td>us_east1</td> <td>0.094</td> <td>0.75</td> <td>1.012</td> <td>1.893</td> <td>1.064</td> <td>2.128</td> </tr> <tr> <td>us_east4</td> <td>0.10</td> <td>0.845</td> <td>1.14</td> <td>2.132</td> <td>1.198</td> <td>2.397</td> </tr> <tr> <td>us_west1</td> <td>0.094</td> <td>0.75</td> <td>1.012</td> <td>1.893</td> <td>1.064</td> <td>2.128</td> </tr> <tr> <td>us_west2</td> <td>0.113</td> <td>0.901</td> <td>1.216</td> <td>2.273</td> <td>1.279</td> <td>2.558</td> </tr> <tr> <td>us_west3</td> <td>0.113</td> <td>0.901</td> <td>1.216</td> <td>N/A</td> <td>1.279</td> <td>2.558</td> </tr> <tr> <td>us_west4</td> <td>0.106</td> <td>0.845</td> <td>1.14</td> <td>2.132</td> <td>1.198</td> <td>2.397</td> </tr> <tr> <td>us_south1</td> <td>0.111</td> <td>0.886</td> <td>1.195</td> <td>N/A</td> <td>N/A</td> <td>N/A</td> </tr> <tr> <td>northamerica_northeast1</td> <td>0.103</td> <td>0.826</td> <td>1.115</td> <td>2.084</td> <td>1.172</td> <td>2.343</td> </tr> <tr> <td>northamerica_northeast2</td> <td>0.103</td> <td>0.826</td> <td>1.115</td> <td>N/A</td> <td>N/A</td> <td>N/A</td> </tr> <tr> <td>southamerica_east1</td> <td>0.149</td> <td>1.191</td> <td>1.607</td> <td>3.004</td> <td>1.69</td> <td>3.38</td> </tr> </tbody> </table></section> <section><h3 id="europe_4" data-text="Europe" tabindex="-1">Europe</h3><table> <thead> <tr> <th>Region</th> <th>e2-standard-2</th> <th>e2-standard-16</th> <th>e2-highmem-16</th> <th>n2d-standard-32</th> <th>n1-standard-16</th> <th>n1-standard-32</th> </tr> </thead> <tbody> <tr> <td>europe_central2</td> <td>0.121</td> <td>0.967</td> <td>1.304</td> <td>N/A</td> <td>N/A</td> <td>N/A</td> </tr> <tr> <td>europe_north1</td> <td>0.103</td> <td>0.826</td> <td>1.115</td> <td>2.084</td> <td>1.172</td> <td>2.343</td> </tr> <tr> <td>europe_west1</td> <td>0.103</td> <td>0.826</td> <td>1.114</td> <td>2.082</td> <td>1.171</td> <td>2.343</td> </tr> <tr> <td>europe_west2</td> <td>0.121</td> <td>0.967</td> <td>1.304</td> <td>2.438</td> <td>1.371</td> <td>2.742</td> </tr> <tr> <td>europe_west3</td> <td>0.121</td> <td>0.967</td> <td>1.304</td> <td>2.438</td> <td>1.371</td> <td>2.742</td> </tr> <tr> <td>europe_west4</td> <td>0.103</td> <td>0.826</td> <td>1.115</td> <td>2.084</td> <td>1.172</td> <td>2.343</td> </tr> <tr> <td>europe_west6</td> <td>0.131</td> <td>1.050</td> <td>1.417</td> <td>N/A</td> <td>1.489</td> <td>2.978</td> </tr> <tr> <td>europe_west9</td> <td>0.131</td> <td>1.051</td> <td>1.417</td> <td>2.195</td> <td>N/A</td> <td>N/A</td> </tr> </tbody> </table></section> <section><h3 id="asia-pacific_4" data-text="Asia Pacific" tabindex="-1">Asia Pacific</h3><table> <thead> <tr> <th>Region</th> <th>e2-standard-2</th> <th>e2-standard-16</th> <th>e2-highmem-16</th> <th>n2d-standard-32</th> <th>n1-standard-16</th> <th>n1-standard-32</th> </tr> </thead> <tbody> <tr> <td>asia_east1</td> <td>0.109</td> <td>0.869</td> <td>1.172</td> <td>2.191</td> <td>1.232</td> <td>2.464</td> </tr> <tr> <td>asia_east2</td> <td>0.131</td> <td>1.050</td> <td>1.417</td> <td>2.648</td> <td>1.489</td> <td>2.978</td> </tr> <tr> <td>asia_south1</td> <td>0.113</td> <td>0.901</td> <td>1.216</td> <td>1.249</td> <td>1.278</td> <td>2.556</td> </tr> <tr> <td>asia_southeast1</td> <td>0.116</td> <td>0.926</td> <td>1.249</td> <td>2.335</td> <td>1.313</td> <td>2.625</td> </tr> <tr> <td>asia_southeast2</td> <td>0.126</td> <td>1.009</td> <td>1.361</td> <td>N/A</td> <td>N/A</td> <td>N/A</td> </tr> <tr> <td>asia_northeast1</td> <td>0.12</td> <td>0.963</td> <td>1.298</td> <td>2.428</td> <td>1.366</td> <td>2.733</td> </tr> <tr> <td>asia_northeast2</td> <td>0.12</td> <td>0.963</td> <td>1.298</td> <td>2.428</td> <td>1.366</td> <td>2.733</td> </tr> <tr> <td>asia_northeast3</td> <td>0.12</td> <td>0.963</td> <td>1.298</td> <td>N/A</td> <td>1.367</td> <td>2.733</td> </tr> <tr> <td>australia_southeast1</td> <td>0.133</td> <td>1.065</td> <td>1.436</td> <td>2.686</td> <td>1.51</td> <td>3.02</td> </tr> </tbody> </table></section> <section><h3 id="middle-east" data-text="Middle East" tabindex="-1">Middle East</h3><table> <thead> <tr> <th>Region</th> <th>e2-standard-2</th> <th>e2-standard-16</th> <th>e2-highmem-16</th> <th>n2d-standard-32</th> <th>n1-standard-16</th> <th>n1-standard-32</th> </tr> </thead> <tbody> <tr> <td>me_west1</td> <td>0.103</td> <td>0.826</td> <td>1.114</td> <td>2.082</td> <td>N/A</td> <td>N/A</td> </tr> </tbody> </table></section> </div> <h3 id="pricing_examples" data-text="Vector Search pricing examples" tabindex="-1">Vector Search pricing examples</h3> <p>Vector Search pricing is determined by the size of your data, the amount of queries per second (QPS) you want to run, and the number of nodes you use. To get your estimated serving cost, you need to calculate your total data size. Your data size is the number of your embeddings/vectors* the number of dimensions you have* 4 bytes per dimension. After you have the size of your data you can calculate the serving cost and the building cost. The serving cost plus the building cost equals your monthly total cost.</p> <ul> <li>Serving cost: # replicas/shard * # shards (~data size/shard size) * hourly cost * 730 hours</li> <li>Building cost: data size(in GiB) * $3/GiB * # of updates/month</li> </ul> <p><b>Streaming update:</b> Vector Search uses heuristics-based metrics to determine when to trigger compaction. If the oldest uncompacted data is five days old, compaction is always triggered. You are billed for the cost of rebuilding the index at the same rate of a batch update, in addition to the streaming update costs.</p> <table> <thead> <tr> <th>Number of embeddings/vectors</th> <th>Number of dimensions</th> <th>Queries per second (QPS)</th> <th>Machine Type</th> <th>Nodes</th> <th>Estimated monthly serving cost</th> </tr> </thead> <tbody> <tr> <td>2 million</td> <td>128</td> <td>100</td> <td>e2-standard-2</td> <td>1</td> <td>$68</td> </tr> <tr> <td>20 million</td> <td>256</td> <td>1,000</td> <td>e2-standard-16</td> <td>1</td> <td>$547</td> </tr> <tr> <td>20 million</td> <td>256</td> <td>3,000</td> <td>e2-standard-16</td> <td>3</td> <td>$1,642</td> </tr> <tr> <td>100 million</td> <td>256</td> <td>500</td> <td>e2-highmem-16</td> <td>2</td> <td>$1,477</td> </tr> <tr> <td>1 billion</td> <td>100</td> <td>500</td> <td>e2-highmem-16</td> <td>8</td> <td>$5,910</td> </tr> </tbody> </table> <p>All examples are based on machine types in <code translate="no" dir="ltr">us-central1</code>. The cost you incur will vary with recall rate and latency requirements. The estimated monthly serving cost is directly related to the number of nodes used in the console. To learn more about configuration parameters that affect cost, see <a href="/vertex-ai/docs/vector-search/configuring-indexes" track-type="inline link">Configuration parameters which affect recall and latency.</a> </p> <p>If you have high queries per second (QPS), batching these queries can reduce total costs up to 30%-40%.</p> <h2 id="modelregistry" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Model Registry" tabindex="-1">Vertex AI Model Registry</h2> <p>The Vertex AI Model Registry is a central repository which tracks and lists your models and model versions. You can import models into Vertex AI and they appear in the Vertex AI Model Registry. There is no cost associated with having your models in the Model Registry. Cost is only incurred when you deploy the model to an endpoint or perform a batch prediction on the model. This cost is determined by the type of model you are deploying.</p> <p>To learn more about pricing for deploying custom models from the Vertex AI Model Registry, see <a href="/vertex-ai/pricing#custom-trained_models" track-type="inline link">Custom-trained models</a>. To learn more about pricing for deploying AutoML models, see <a href="/vertex-ai/pricing#automl_models" track-type="inline link">Pricing for AutoML models</a>.</p> <h2 id="modelmonitoring" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Model Monitoring" tabindex="-1">Vertex AI Model Monitoring</h2> <p>Vertex AI enables you to monitor the continued effectiveness of your model after you deploy it to production. For more information, see <a href="/vertex-ai/docs/model-monitoring/overview" track-type="inline link">Introduction to Vertex AI Model Monitoring</a>.</p> <p>When you use Vertex AI Model Monitoring, you are billed for the following:</p> <ul> <li>$3.50 per GB for all data analyzed, including the training data provided and prediction data logged in a BigQuery table.</li> <li>Charges for other Google Cloud products that you use with Model Monitoring, such as BigQuery storage or Batch Explain when attribution monitoring is enabled.</li> </ul> <p>Vertex AI Model Monitoring is supported in the following regions: <code translate="no" dir="ltr">us-central1</code>, <code translate="no" dir="ltr">europe-west4</code>, <code translate="no" dir="ltr">asia-east1</code>, and <code translate="no" dir="ltr">asia-southeast1</code>. Prices are the same for all regions.</p> <p>Data sizes are measured after they are converted to TfRecord format.</p> <p>Training datasets incur a one-time charge when you set up a Vertex AI Model Monitoring job.</p> <p>Prediction Datasets consist of logs collected from the Online Prediction service. As prediction requests arrive during different time windows, the data for each time window is collected and the sum of the data analyzed for each prediction window is used to calculate the charge.</p> <p>Example: A data scientist runs model monitoring on the prediction traffic belonging to their model.</p> <ul> <li>The model is trained from a BigQuery dataset. The data size after converting to TfRecord is 1.5GB.</li> <li>Prediction data logged between 1:00 - 2:00 p.m. is 0.1 GB, between 3:00 - 4:00 p.m. is 0.2 GB.</li> <li><p>The total price for setting up the model monitoring job is:</p> <p><code translate="no" dir="ltr">(1.5 GB * $3.50) + ((0.1 GB + 0.2 GB) * $3.50) = $6.30</code></p></li> </ul> <h2 id="notebooks" class="cloud-jump-section cloud-headline2" data-text="Vertex AI Workbench" tabindex="-1">Vertex AI Workbench</h2> <p>Select instances, managed notebooks, or user-managed notebooks for pricing information.</p> <div> <devsite-selector> <section> <h3 id="instances" data-text="Instances" tabindex="-1">Instances</h3> <br> The tables below provide the approximate price per hour of various VM configurations. You can choose a custom configuration of selected machine types. To calculate pricing, sum the costs of the virtual machines you use.<br><br> If you use Compute Engine machine types and attach accelerators, the cost of the accelerators is separate. To calculate this cost, multiply the prices in the table of accelerators below by how many machine hours of each type of accelerator you use. <h2 id="cpus" data-text="CPUs" tabindex="-1">CPUs</h2> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Machine type', 'Price per vCPU/hour (USD)']}, {'cells': ['N1', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.CPU.CPU.cpu_time_n1', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['N2', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.CPU.CPU.cpu_time_n2', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['E2', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.CPU.CPU.cpu_time_e2', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['A2', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.CPU.CPU.cpu_time_a2', 'format': '%{price}%', 'decimalPlaces': 7}]}]}" hideRate="true"> </cloudx-pricing-table> <h2 id="memory" data-text="Memory" tabindex="-1">Memory</h2> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Machine type', 'Price per GB hour (USD)']}, {'cells': ['N1', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.RAM.RAM.memory_time_n1', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['N2', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.RAM.RAM.memory_time_n2', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['E2', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.RAM.RAM.memory_time_e2', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['A2', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.RAM.RAM.memory_time_a2', 'format': '%{price}%', 'decimalPlaces': 7}]}]}" hideRate="true"> </cloudx-pricing-table> <h2 id="accelerators_1" data-text="Accelerators" tabindex="-1">Accelerators</h2> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Machine type', 'Price per hour (USD)']}, {'cells': ['Nvidia Tesla A100', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Infra:_NAS.NAS.A100.Nasgputimenvidiateslaa100', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['Nvidia Tesla A100 80GB', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Inference.Custom_Inference.A100.Predictiongputimenvidiaa10080gb', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['Nvidia Tesla T4', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Infra:_NAS.NAS.T4.Nasgputimenvidiateslat4', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['Nvidia Tesla V100', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Infra:_NAS.NAS.V100.Nasgputimenvidiateslav100', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['Nvidia Tesla P100', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Infra:_NAS.NAS.A100.Nasgputimenvidiateslaa100', 'format': '%{price}%', 'decimalPlaces': 7}]}]}" hideRate="true"> </cloudx-pricing-table> <h2 id="disks_1" data-text="Disks" tabindex="-1">Disks</h2> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Machine type', 'Price per GB per Month (USD)']}, {'cells': ['Hyperdisk Extreme provisioned space', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.Disk.Hyperdisk_Extreme_Persistent_Disk.disk_time_hyperdisk_extreme', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['Balanced provisioned space', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.Disk.Balanced_Persistent_Disk.disk_time_pd_balanced', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['Extreme provisioned space', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.Disk.Extreme_Persistent_Disk.disk_time_pd_extreme', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['SSD provisioned space', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.Disk.SSD.disk_time_pd_ssd', 'format': '%{price}%', 'decimalPlaces': 7}]}, {'cells': ['Standard provisioned space', {'taxonomy': 'GCP.Cloud_AI.Vertex_AI_Platform.Vertex_AI_Infra.Workbench.Disk.Standard_Persistent_Disk.disk_time_pd_standard', 'format': '%{price}%', 'decimalPlaces': 7}]}]}" hideRate="true"> </cloudx-pricing-table> </section> <section> <h3 id="managed-notebooks" data-text="Managed notebooks" tabindex="-1">Managed notebooks</h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_8a81d62f4a8a517a71f1b02ecb6f311399fe6a11a60fd8f8990ecb4229502e73.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> <section> <h3 id="user-managed-notebooks" data-text="User-managed notebooks" tabindex="-1"><span class="two-line-tab">User-managed notebooks</span></h3> <devsite-iframe><iframe src="https://cloud.google.com/frame/vertex-ai/pricing_11a4a34e653d3c8af6d3ddfda100f7729d5f8f92d0b0527a0ad63339db3863ac.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe> </section> </devsite-selector> </div> <h3 id="additional_resources" data-text="Additional Google Cloud resources" tabindex="-1">Additional Google Cloud resources</h3> <p>In addition to the costs mentioned previously, you also pay for any Google Cloud resources that you use. For example:</p> <ul> <li><p>Data analysis services: You incur BigQuery costs when you issue SQL queries within a notebook (see <a href="/bigquery/pricing" track-type="inline link">BigQuery pricing</a>).</p></li> <li><p>Customer-managed encryption keys: You incur costs when you use customer-managed encryption keys. Each time your managed notebooks or user-managed notebooks instance uses a Cloud Key Management Service key, that operation is billed at the rate of Cloud KMS key operations (see <a href="/kms/pricing" track-type="inline link">Cloud Key Management Service pricing</a>).</p></li> </ul> <h2 id="colab-enterprise" class="cloud-jump-section cloud-headline2" data-text="Colab Enterprise" tabindex="-1">Colab Enterprise</h2> <p>For Colab Enterprise pricing information, see <a href="/colab/pricing">Colab Enterprise pricing</a>.</p> <h2 id="deep-learning" class="cloud-jump-section cloud-headline2" data-text="Deep Learning Containers, Deep Learning VM, and AI Platform Pipelines" tabindex="-1">Deep Learning Containers, Deep Learning VM, and AI Platform Pipelines</h2> <p>For Deep Learning Containers, Deep Learning VM Images, and AI Platform Pipelines, pricing is calculated based on the compute and storage resources that you use. These resources are charged at the same rate you currently pay for <a href="/compute/all-pricing" track-type="inline link">Compute Engine</a> and <a href="/storage/pricing" track-type="inline link">Cloud Storage</a>.</p> <p>In addition to the compute and storage costs, you also pay for any Google Cloud resources that you use. For example:</p> <ul> <li><p>Data analysis services: You incur BigQuery costs when you issue SQL queries within a notebook (see <a href="/bigquery/pricing" track-type="inline link">BigQuery pricing</a>).</p></li> <li><p>Customer-managed encryption keys: You incur costs when you use customer-managed encryption keys. Each time your managed notebooks or user-managed notebooks instance uses a Cloud Key Management Service key, that operation is billed at the rate of Cloud KMS key operations (see <a href="/kms/pricing" track-type="inline link">Cloud Key Management Service pricing</a>).</p></li> </ul> <h2 id="labeling" class="cloud-jump-section cloud-headline2" data-text="Data labeling" tabindex="-1">Data labeling</h2> <p>Vertex AI enables you to request human labeling for a collection of data that you plan to use to train a custom machine learning model. Prices for the service are computed based on the type of labeling task.</p> <ul> <li>For regular labeling tasks, the prices are determined by the number of annotation units. <ul> <li>For an image classification task, units are determined the number of images and the number of human labelers. For example, an image with 3 human labelers counts for 1 * 3 = 3 units. The price for single-label and multi-label classification are the same.</li> <li>For an image bounding box task, units are determined by the number of bounding boxes identified in the images and the number of human labelers. For example, if an image with 2 bounding boxes and 3 human labelers counts for 2 * 3 = 6 units. Images without bounding boxes will not be charged.</li> <li>For an image segmentation/rotated box/polyline/polygon task, units are determined in the same way as a image bounding box task.</li> <li>For a video classification task, units are determined by the video length (every 5 seconds is a price unit) and the number of human labelers. For example, a 25 seconds video with 3 human labelers counts for 25 / 5 * 3 = 15 units. The price for single-label and multi-label classification are the same.</li> <li>For a video object tracking task, unit are determined by the number of objects identified in the video and the number of human labelers. For example, for a video with 2 objects and 3 human labelers, it counts for 2 * 3 = 6 units. Video without objects will not be charged.</li> <li>For a video action recognition task, units are determined in the same way as a video object tracking task.</li> <li>For a text classification task, units are determined by text length (every 50 words is a price unit) and the number of human labelers. For example, one piece of text with 100 words and 3 human labelers counts for 100 / 50 * 3 = 6 units. The price for single-label and multi-label classification is the same.</li> <li>For a text sentiment task, units are determined in the same way as a text classification task.</li> <li>For a text entity extraction task, units are determined by text length (every 50 words is a price unit), the number of entities identified, and the number of human labelers. For example, a piece of text with 100 words, 2 entities identified, and 3 human labelers counts for 100 / 50 * 2 * 3 = 12 units. Text without entities will not be charged.</li> </ul></li> <li><p>For image/video/text classification and text sentiment tasks, human labelers may lose track of classes if the label set size is too large. As a result, we send at most 20 classes to the human labelers at a time. For example, if the label set size of a labeling task is 40, each data item will be sent for human review 40 / 20 = 2 times, and we will charge 2 times of the price (calculated above) accordingly.</p></li> <li><p>For a labeling task that enables the custom labeler feature, each data item is counted as 1 custom labeler unit.</p></li> <li><p>For an active learning labeling task for data items with annotations that are generated by models (without a human labeler's help), each data item is counted as 1 active learning unit.</p></li> <li><p>For an active learning labeling task for data items with annotations that are generated by human labelers, each data item is counted as a regular labeling task as described above.</p></li> </ul> <p>The table below provides the price per 1,000 units per human labeler, based on the unit listed for each objective. Tier 1 pricing applies to the first 50,000 units per month in each Google Cloud project; Tier 2 pricing applies to the next 950,000 units per month in the project, up to 1,000,000 units. <a href="https://cloud.google.com/contact/" track-type="inline link">Contact us</a> for pricing above 1,000,000 units per month.</p> <table> <thead> <tr> <th>Data type</th> <th>Objective</th> <th>Unit</th> <th>Tier 1</th> <th>Tier 2</th> </tr> </thead> <tbody> <tr> <td>Image</td> <td>Classification</td> <td>Image</td> <td>$35</td> <td>$25</td> </tr> <tr> <td></td> <td>Bounding box</td> <td>Bounding box</td> <td>$63</td> <td>$49</td> </tr> <tr> <td></td> <td>Segmentation</td> <td>Segment</td> <td>$870</td> <td>$850</td> </tr> <tr> <td></td> <td>Rotated box</td> <td>Bounding box</td> <td>$86</td> <td>$60</td> </tr> <tr> <td></td> <td>Polygon/polyline</td> <td>Polygon/Polyline</td> <td>$257</td> <td>$180</td> </tr> <tr> <td>Video</td> <td>Classification</td> <td>5sec video</td> <td>$86</td> <td>$60</td> </tr> <tr> <td></td> <td>Object tracking</td> <td>Bounding box</td> <td>$86</td> <td>$60</td> </tr> <tr> <td></td> <td>Action recognition</td> <td>Event in 30sec video</td> <td>$214</td> <td>$150</td> </tr> <tr> <td>Text</td> <td>Classification</td> <td>50 words</td> <td>$129</td> <td>$90</td> </tr> <tr> <td></td> <td>Sentiment</td> <td>50 words</td> <td>$200</td> <td>$140</td> </tr> <tr> <td></td> <td>Entity extraction</td> <td>Entity</td> <td>$86</td> <td>$60</td> </tr> <tr> <td>Active Learning</td> <td>All</td> <td>Data item</td> <td>$80</td> <td>$56</td> </tr> <tr> <td>Custom Labeler</td> <td>All</td> <td>Data item</td> <td>$80</td> <td>$56</td> </tr> </tbody> </table> <h2 id="cloud-storage" class="cloud-jump-section cloud-headline2" data-text="Required use of Cloud Storage" tabindex="-1">Required use of Cloud Storage</h2> <p>In addition to the costs described in this document, you are required to store data and program files in Cloud Storage buckets during the Vertex AI lifecycle. This storage is subject to the <a href="/storage/pricing" track-type="inline link">Cloud Storage pricing policy</a>.</p> <p>Required use of Cloud Storage includes:</p> <ul> <li><p>Staging your training application package for custom-trained models.</p></li> <li><p>Storing your training input data.</p></li> <li><p>Storing the output of your training jobs. Vertex AI does not require long-term storage of these items. You can remove the files as soon as the operation is complete.</p></li> </ul> <h2 id="manage_your_resources" class="cloud-jump-section cloud-headline2" data-text="Free operations for managing your resources" tabindex="-1">Free operations for managing your resources</h2> <p>The resource management operations provided by AI Platform are available free of charge. The AI Platform quota policy does limit some of these operations.</p> <table> <thead> <tr> <th>Resource</th> <th>Free operations</th> </tr> </thead> <tbody> <tr> <td>models</td> <td>create, get, list, delete</td> </tr> <tr> <td>versions</td> <td>create, get, list, delete, setDefault</td> </tr> <tr> <td>jobs</td> <td>get, list, cancel</td> </tr> <tr> <td>operations</td> <td>get, list, cancel, delete</td> </tr> </tbody> </table> <h2 id="costs" class="cloud-jump-section cloud-headline2" data-text="Google Cloud costs" tabindex="-1">Google Cloud costs</h2> <p>If you store images to be analyzed in Cloud Storage or use other Google Cloud resources in tandem with Vertex AI, then you will also be billed for the use of those services.</p> <p>To view your current billing status in the Google Cloud console, including usage and your current bill, see the <a href="https://console.cloud.google.com/billing" track-type="inline link">Billing page</a>. For more details about managing your account, see the <a href="/billing/docs" track-type="inline link">Cloud Billing Documentation</a> or <a href="/support/billing" track-type="inline link">Billing and Payments Support</a>.</p> <h2 id="whats_next" class="cloud-jump-section cloud-headline2" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li>Read the <a href="/vertex-ai/docs" track-type="inline link">Vertex AI documentation</a>.</li> <li>Learn about <a href="/architecture?text=Vertex AI" track-type="inline link">Vertex AI solutions and use cases</a>. <div class="cws-grid cws-spacer-5--top cloud-background-color-grey-50 contact-sales_module"> <div class="cws-grid__col--offset-1 cws-grid__col--span-10 cws-spacer-5--top cws-spacer-5--bottom text-center"> <div class="cws-spacer-3--bottom"> <h4 class="cws-headline--headline-4" id="request-a-custom-quote" data-text="Request a custom quote" tabindex="-1">Request a custom quote</h4> </div> <div class="cws-spacer-4--bottom"> With Google Cloud's pay-as-you-go pricing, you only pay for the services you use. Connect with our sales team to get a custom quote for your organization. </div> <a href="/contact?direct=true" class="cws-button cws-button--high-emphasis" track-name="contact sales" track-type="button" track-metadata-eventdetail="cloud.google.com/contact" track-metadata-modifier="high-emphasis"> Contact sales </a> </div> </div> </div> </div> </article> <devsite-hats-survey class="nocontent" hats-id="Nd7nTix2o0eU5NUYprb0ThtUc5jf" listnr-id="83405"></devsite-hats-survey> </div> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-notification > </devsite-notification> <div class="devsite-content-data"> <template class="devsite-thumb-rating-feedback"> <devsite-feedback position="thumb-rating" project-name="Vertex AI" product-id="5164350" bucket="Documentation" context="" version="t-devsite-webserver-20250325-r00-rc00.467908203927993877" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="thumb-rating" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Need to tell us more? </button> </devsite-feedback> </template> <template class="devsite-content-data-template"> [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],[],[],[]] </template> </div> </devsite-content> </main> <devsite-footer-promos class="devsite-footer"> </devsite-footer-promos> <devsite-footer-linkboxes class="devsite-footer"> <nav class="devsite-footer-linkboxes nocontent" aria-label="Footer links"> <ul class="devsite-footer-linkboxes-list"> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Why Google</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/why-google-cloud/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-name="choosing google cloud"track-metadata-position="footer"track-type="footer link"track-metadata-child_headline="why google"track-metadata-eventDetail="cloud.google.com/why-google-cloud/"track-metadata-module="footer"> Choosing Google Cloud </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/trust-center/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/security/"track-metadata-position="footer"track-name="trust and security"track-metadata-child_headline="why google"track-type="footer link"> Trust and security </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/modern-infrastructure/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-name="modern infrastructure cloud"track-metadata-position="footer"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/solutions/modern-infrastructure/"track-type="footer link"track-metadata-child_headline="why google"> Modern Infrastructure Cloud </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/multicloud/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-child_headline="why google"track-type="footer link"track-metadata-module="footer"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/multicloud/"track-name="multicloud"> Multicloud </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/infrastructure/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-eventDetail="cloud.google.com/infrastructure/"track-name="global infrastructure"track-metadata-child_headline="why google"track-metadata-position="footer"track-type="footer link"track-metadata-module="footer"> Global infrastructure </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/customers/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-metadata-child_headline="why google"track-type="footer link"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/customers/"track-metadata-position="footer"track-name="customers and case studies"> Customers and case studies </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/analyst-reports/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" track-metadata-module="footer"track-metadata-child_headline="why google"track-type="footer link"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/analyst-reports/"track-name="analyst reports"> Analyst reports </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/whitepapers/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 8)" track-metadata-child_headline="why google"track-metadata-eventDetail="cloud.google.com/whitepapers/"track-metadata-module="footer"track-name="whitepapers"track-type="footer link"track-metadata-position="footer"> Whitepapers </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Products and pricing</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/products/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-child_headline="products and pricing"track-type="footer link"track-metadata-module="footer"track-name="see all products"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/products/"> See all products </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-position="footer"track-type="footer link"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/solutions/"track-name="see all solutions"track-metadata-child_headline="solutions"> See all solutions </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/startup/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-type="footer link"track-name="google cloud for startups"track-metadata-child_headline="resources"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/startup/"track-metadata-module="footer"> Google Cloud for Startups </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/marketplace/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-eventDetail="cloud.google.com/marketplace/"track-type="footer link"track-metadata-child_headline="resources"track-name="google cloud marketplace"track-metadata-position="footer"track-metadata-module="footer"> Google Cloud Marketplace </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/pricing/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-type="footer link"track-metadata-child_headline="products and pricing"track-metadata-eventDetail="cloud.google.com/pricing/"track-metadata-module="footer"track-name="google cloud pricing"track-metadata-position="footer"> Google Cloud pricing </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/contact/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/contact/"track-metadata-child_headline="engage"track-metadata-position="footer"track-name="contact sales"track-type="footer link"> Contact sales </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Support</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//www.googlecloudcommunity.com/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" target="_blank"track-name="google cloud community"track-metadata-position="footer"track-metadata-module="footer"track-metadata-eventDetail="www.googlecloudcommunity.com"track-type="footer link"track-metadata-child_headline="engage"rel="noopener"> Google Cloud Community </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/support-hub/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-name="support"track-metadata-position="footer"track-type="footer link"track-metadata-child_headline="resources"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/support-hub/"> Support </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/release-notes" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-metadata-eventDetail="cloud.google.com/release-notes/"track-metadata-module="footer"track-name="release notes"track-metadata-child_headline="resources"track-metadata-position="footer"track-type="footer link"> Release Notes </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//status.cloud.google.com" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" target="_blank"track-type="footer link"track-name="system status"track-metadata-module="footer"track-metadata-eventDetail="status.cloud.google.com"track-metadata-position="footer"track-metadata-child_headline="resources"> System status </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Resources</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//github.com/googlecloudPlatform/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-child_headline="resources"track-type="footer link"track-metadata-module="footer"track-name="github"track-metadata-eventDetail="github.com/googlecloudPlatform/"track-metadata-position="footer"> GitHub </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/docs/get-started/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-child_headline="resources"track-type="footer link"track-metadata-eventDetail="cloud.google.com/docs/get-started/"track-metadata-module="footer"track-metadata-position="footer"track-name="google cloud quickstarts"> Getting Started with Google Cloud </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/docs/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/docs/"track-metadata-position="footer"track-name="google cloud documentation"track-metadata-child_headline="resources"track-type="footer link"> Google Cloud documentation </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/docs/samples" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/docs/samples"track-metadata-position="footer"track-name="code samples"track-metadata-child_headline="resources"track-type="footer link"> Code samples </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/architecture/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-module="footer"track-name="cloud architecture center"track-metadata-eventDetail="cloud.google.com/architecture/"track-metadata-position="footer"track-type="footer link"track-metadata-child_headline="resources"> Cloud Architecture Center </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/learn/training/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-name="training"track-metadata-position="footer"track-metadata-child_headline="resources"track-type="footer link"track-metadata-eventDetail="cloud.google.com/learn/training/"track-metadata-module="footer"> Training and Certification </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/developers/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" track-type="footer link"track-metadata-child_headline="engage"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/developers/"track-name="developer center"track-metadata-position="footer"> Developer Center </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Engage</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/blog/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/blog/"track-type="footer link"track-metadata-child_headline="engage"track-name="blog"track-metadata-position="footer"> Blog </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/events/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-eventDetail="cloud.google.com/events/"track-metadata-child_headline="engage"track-type="footer link"track-metadata-position="footer"track-name="events"track-metadata-module="footer"> Events </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//x.com/googlecloud" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" rel="noopener"target="_blank"track-name="follow on x"track-metadata-module="footer"track-metadata-position="footer"track-metadata-child_headline="engage"track-metadata-eventDetail="x.com/googlecloud"track-type="footer link"> X (Twitter) </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//www.youtube.com/googlecloud" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" rel="noopener"track-name="google cloud on youtube"track-metadata-child_headline="engage"target="_blank"track-metadata-position="footer"track-metadata-eventDetail="www.youtube.com/googlecloud"track-type="footer link"track-metadata-module="footer"> Google Cloud on YouTube </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//www.youtube.com/googlecloudplatform" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-eventDetail="www.youtube.com/googlecloudplatform"track-metadata-child_headline="engage"track-metadata-position="footer"track-type="footer link"track-name="google cloud tech on youtube"track-metadata-module="footer"rel="noopener"target="_blank"> Google Cloud Tech on YouTube </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/partners/become-a-partner/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-type="footer link"track-metadata-eventDetail="cloud.google.com/partners/become-a-partner/"track-name="become a partner"track-metadata-module="footer"track-metadata-position="footer"track-metadata-child_headline="engage"> Become a Partner </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/affiliate-program/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" track-metadata-module="footer"track-metadata-child_headline="resources"track-name="google cloud affiliate program"track-type="footer link"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/affiliate-program/"> Google Cloud Affiliate Program </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//www.googlecloudpresscorner.com/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 8)" track-name="press corner"rel="noopener"track-type="footer link"target="_blank"track-metadata-position="footer"track-metadata-eventDetail="www.googlecloudpresscorner.com"track-metadata-module="footer"track-metadata-child_headline="engage"> Press Corner </a> </li> </ul> </li> </ul> </nav> </devsite-footer-linkboxes> <devsite-footer-utility class="devsite-footer"> <div class="devsite-footer-utility nocontent"> <nav class="devsite-footer-utility-links" aria-label="Utility links"> <ul class="devsite-footer-utility-list"> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//about.google/" data-category="Site-Wide Custom Events" data-label="Footer About Google link" track-metadata-module="utility footer" track-name="about google" track-metadata-position="footer" track-type="footer link" target="_blank" track-metadata-eventDetail="//about.google/" > About Google </a> </li> <li class="devsite-footer-utility-item devsite-footer-privacy-link"> <a class="devsite-footer-utility-link gc-analytics-event" href="//policies.google.com/privacy" data-category="Site-Wide Custom Events" data-label="Footer Privacy link" track-name="privacy" track-metadata-position="footer" track-metadata-module="utility footer" target="_blank" track-type="footer link" track-metadata-eventDetail="//policies.google.com/privacy" > Privacy </a> </li> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//policies.google.com/terms?hl=en" data-category="Site-Wide Custom Events" data-label="Footer Site terms link" track-metadata-eventDetail="//www.google.com/intl/en/policies/terms/regional.html" track-metadata-module="utility footer" track-name="site terms" target="_blank" track-metadata-position="footer" track-type="footer link" > Site terms </a> </li> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="/product-terms/" data-category="Site-Wide Custom Events" data-label="Footer Google Cloud terms link" track-name="google cloud terms" track-metadata-module="utility footer" track-metadata-position="footer" track-metadata-eventDetail="/product-terms/" track-type="footer link" > Google Cloud terms </a> </li> <li class="devsite-footer-utility-item glue-cookie-notification-bar-control"> <a class="devsite-footer-utility-link gc-analytics-event" href="#" data-category="Site-Wide Custom Events" data-label="Footer Manage cookies link" track-name="Manage cookies" track-metadata-module="utility footer" track-metadata-position="footer" aria-hidden="true" track-type="footer link" track-metadata-eventDetail="#" > Manage cookies </a> </li> <li class="devsite-footer-utility-item devsite-footer-carbon-button"> <a class="devsite-footer-utility-link gc-analytics-event" href="//cloud.google.com/sustainability" data-category="Site-Wide Custom Events" data-label="Footer Our third decade of climate action: join us link" track-metadata-module="utility footer" track-type="footer link" track-name="Our third decade of climate action: join us" track-metadata-position="footer" track-metadata-eventDetail="/sustainability/" > Our third decade of climate action: join us </a> </li> <li class="devsite-footer-utility-item devsite-footer-utility-button"> <span class="devsite-footer-utility-description">Sign up for the Google Cloud newsletter</span> <a class="devsite-footer-utility-link gc-analytics-event" href="//cloud.google.com/newsletter/" data-category="Site-Wide Custom Events" data-label="Footer Subscribe link" track-name="subscribe" track-type="footer link" track-metadata-position="footer" track-metadata-module="utility footer" track-metadata-eventDetail="/newsletter/" > Subscribe </a> </li> </ul> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="de" >Deutsch</a> </li> <li role="presentation"> <a role="menuitem" lang="es" >Español</a> </li> <li role="presentation"> <a role="menuitem" lang="es_419" >Español – América Latina</a> </li> <li role="presentation"> <a role="menuitem" lang="fr" >Français</a> </li> <li role="presentation"> <a role="menuitem" lang="id" >Indonesia</a> </li> <li role="presentation"> <a role="menuitem" lang="it" >Italiano</a> </li> <li role="presentation"> <a role="menuitem" lang="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_cn" >中文 – 简体</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_tw" >中文 – 繁體</a> </li> <li role="presentation"> <a role="menuitem" lang="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> </nav> </div> </devsite-footer-utility> <devsite-panel></devsite-panel> </section></section> <devsite-sitemask></devsite-sitemask> <devsite-snackbar></devsite-snackbar> <devsite-tooltip ></devsite-tooltip> <devsite-heading-link></devsite-heading-link> <devsite-analytics> <script type="application/json" analytics>[]</script> <script type="application/json" tag-management>{"at": "True", "ga4": [], "ga4p": [], "gtm": [{"id": "GTM-5CVQBG", "purpose": 1}], "parameters": {"internalUser": "False", "language": {"machineTranslated": "False", "requested": "en", "served": "en"}, "pageType": "pricing", "projectName": "Vertex AI", "signedIn": "False", "tenant": "cloud", "recommendations": {"sourcePage": "", "sourceType": 0, "sourceRank": 0, "sourceIdenticalDescriptions": 0, "sourceTitleWords": 0, "sourceDescriptionWords": 0, "experiment": ""}, "experiment": {"ids": ""}}}</script> </devsite-analytics> <devsite-badger></devsite-badger> <cloudx-user></cloudx-user> <cloudx-free-trial-eligible-store freeTrialEligible='true'></cloudx-free-trial-eligible-store> <cloudx-pricing-socket></cloudx-pricing-socket> <cloudx-experiments type="TestAACodivertedExperiment" path="/virtual/TestAACodivertedExperiment/configureExperiment" location="SG" variant="variant2" ></cloudx-experiments> <cloudx-experiment-ids userCountry="SG" devsiteExperimentIdList="[39300012, 39300021, 39300118, 39300196, 39300251, 39300318, 39300320, 39300326, 39300346, 39300354, 39300363, 39300374, 39300412, 39300421, 39300436, 39300473, 39300488, 39300496, 39300498, 39300570]"> </cloudx-experiment-ids> <script nonce="oc2ygsVLGacWnVa9zT8NNzwV2WDnsH"> (function(d,e,v,s,i,t,E){d['GoogleDevelopersObject']=i; t=e.createElement(v);t.async=1;t.src=s;E=e.getElementsByTagName(v)[0]; E.parentNode.insertBefore(t,E);})(window, document, 'script', 'https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/js/app_loader.js', '[2,"en",null,"/js/devsite_app_module.js","https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60","https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud","https://cloud-dot-devsite-v2-prod.appspot.com",null,null,["/_pwa/cloud/manifest.json","https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/images/video-placeholder.svg","https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/favicons/onecloud/favicon.ico","https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/cloud/images/cloud-logo.svg","https://fonts.googleapis.com/css?family=Google+Sans:400,500,700|Google+Sans+Text:400,400italic,500,500italic,700,700italic|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap"],1,null,[1,6,8,12,14,17,21,25,50,52,63,70,75,76,80,87,91,92,93,97,98,100,101,102,103,104,105,107,108,109,110,112,113,117,118,120,122,124,125,126,127,129,130,131,132,133,134,135,136,138,140,141,147,148,149,151,152,156,157,158,159,161,163,164,168,169,170,179,180,182,183,186,191,193,196],"AIzaSyAP-jjEJBzmIyKR4F-3XITp8yM9T1gEEI8","AIzaSyB6xiKGDR5O3Ak2okS4rLkauxGUG7XP0hg","cloud.google.com","AIzaSyAQk0fBONSGUqCNznf6Krs82Ap1-NV6J4o","AIzaSyCCxcqdrZ_7QMeLCRY20bh_SXdAYqy70KY",null,null,null,["Profiles__enable_recognition_badges","Cloud__enable_cloud_dlp_service","MiscFeatureFlags__developers_footer_dark_image","Search__enable_suggestions_from_borg","Profiles__enable_complete_playlist_endpoint","Search__enable_ai_eligibility_checks","Cloud__enable_cloud_facet_chat","Search__enable_ai_search_summaries","DevPro__enable_cloud_innovators_plus","DevPro__enable_developer_subscriptions","Cloud__enable_cloud_shell","Profiles__enable_join_program_group_endpoint","TpcFeatures__enable_mirror_tenant_redirects","Cloud__enable_legacy_calculator_redirect","Cloud__enable_free_trial_server_call","CloudShell__cloud_code_overflow_menu","Profiles__enable_developer_profiles_callout","MiscFeatureFlags__enable_view_transitions","Profiles__enable_public_developer_profiles","MiscFeatureFlags__enable_variable_operator_index_yaml","MiscFeatureFlags__enable_variable_operator","Profiles__enable_release_notes_notifications","Concierge__enable_actions_menu","Search__enable_dynamic_content_confidential_banner","EngEduTelemetry__enable_engedu_telemetry","MiscFeatureFlags__developers_footer_image","Search__scope_to_project_tenant","Profiles__enable_awarding_url","MiscFeatureFlags__enable_project_variables","Cloud__enable_cloudx_experiment_ids","MiscFeatureFlags__emergency_css","Profiles__enable_completecodelab_endpoint","Profiles__enable_profile_collections","Search__enable_ai_search_summaries_restricted","Profiles__enable_page_saving","MiscFeatureFlags__enable_explain_this_code","CloudShell__cloud_shell_button","MiscFeatureFlags__enable_firebase_utm","Profiles__enable_dashboard_curated_recommendations","Profiles__enable_completequiz_endpoint","Search__enable_page_map","TpcFeatures__enable_unmirrored_page_left_nav","Profiles__enable_purchase_prompts","Profiles__enable_stripe_subscription_management","Concierge__enable_concierge_restricted","Experiments__reqs_query_experiments","BookNav__enable_tenant_cache_key","Cloud__enable_cloudx_ping","Cloud__enable_cloud_shell_fte_user_flow","Concierge__enable_pushui","MiscFeatureFlags__enable_framebox_badge_methods","DevPro__enable_devpro_offers","Profiles__require_profile_eligibility_for_signin","Analytics__enable_clearcut_logging","Cloud__enable_llm_concierge_chat"],null,null,"AIzaSyBLEMok-5suZ67qRPzx0qUtbnLmyT_kCVE","https://developerscontentserving-pa.clients6.google.com","AIzaSyCM4QpTRSqP5qI4Dvjt4OAScIN8sOUlO-k","https://developerscontentsearch-pa.clients6.google.com",1,4,1,"https://developerprofiles-pa.clients6.google.com",[2,"cloud","Google Cloud","cloud.google.com",null,"cloud-dot-devsite-v2-prod.appspot.com",null,null,[1,1,null,null,null,null,null,null,null,null,null,[1],null,null,null,null,null,1,[1],[null,null,null,[1,20],"/terms/recommendations"],[1],null,[1],[1,null,1],[1,1,null,null,1,null,["/vertex-ai/"]],[1]],null,[22,null,null,null,null,null,"/images/cloud-logo.svg","/images/favicons/onecloud/apple-icon.png",null,null,null,null,1,1,1,[6,5],[],null,null,[[],[],[],[],[],[],[],[]],null,1,null,null,null,null,[]],[],null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,[6,1,14,15,22,23,29,37],null,[[null,null,null,null,null,null,[1,[["docType","Choose a content type",[["ApiReference",null,null,null,null,null,null,null,null,"API reference"],["Sample",null,null,null,null,null,null,null,null,"Code sample"],["ReferenceArchitecture",null,null,null,null,null,null,null,null,"Reference architecture"],["Tutorial",null,null,null,null,null,null,null,null,"Tutorial"]]],["category","Choose a topic",[["AiAndMachineLearning",null,null,null,null,null,null,null,null,"Artificial intelligence and machine learning (AI/ML)"],["ApplicationDevelopment",null,null,null,null,null,null,null,null,"Application development"],["BigDataAndAnalytics",null,null,null,null,null,null,null,null,"Big data and analytics"],["Compute",null,null,null,null,null,null,null,null,"Compute"],["Containers",null,null,null,null,null,null,null,null,"Containers"],["Databases",null,null,null,null,null,null,null,null,"Databases"],["HybridCloud",null,null,null,null,null,null,null,null,"Hybrid and multicloud"],["LoggingAndMonitoring",null,null,null,null,null,null,null,null,"Logging and monitoring"],["Migrations",null,null,null,null,null,null,null,null,"Migrations"],["Networking",null,null,null,null,null,null,null,null,"Networking"],["SecurityAndCompliance",null,null,null,null,null,null,null,null,"Security and compliance"],["Serverless",null,null,null,null,null,null,null,null,"Serverless"],["Storage",null,null,null,null,null,null,null,null,"Storage"]]]]]],[1],null,1],[[null,null,null,null,null,["GTM-5CVQBG"],null,null,null,null,null,[["GTM-5CVQBG",2]],1],null,null,null,null,null,1],"mwETRvWii0eU5NUYprb0Y9z5GVbc",4,null,null,null,null,null,null,null,null,null,null,null,null,null,"cloud.devsite.google"],null,"pk_live_5170syrHvgGVmSx9sBrnWtA5luvk9BwnVcvIi7HizpwauFG96WedXsuXh790rtij9AmGllqPtMLfhe2RSwD6Pn38V00uBCydV4m",1,null,"https://developerscontentinsights-pa.clients6.google.com","AIzaSyCg-ZUslalsEbXMfIo9ZP8qufZgo3LSBDU","AIzaSyDxT0vkxnY_KeINtA4LSePJO-4MAZPMRsE"]') </script> <devsite-a11y-announce></devsite-a11y-announce> </body> </html>

CINXE.COM

Pricing | Vertex AI | Google Cloud