CINXE.COM

AI and ML overview  |  Documentation  |  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/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/css/app.css"> <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/favicon.ico"> <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png"><link rel="canonical" href="https://cloud.google.com/docs/ai-ml"><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/docs/ai-ml" /><link rel="alternate" hreflang="x-default" href="https://cloud.google.com/docs/ai-ml" /><link rel="alternate" hreflang="zh-Hans" href="https://cloud.google.com/docs/ai-ml?hl=zh-cn" /><link rel="alternate" hreflang="fr" href="https://cloud.google.com/docs/ai-ml?hl=fr" /><link rel="alternate" hreflang="de" href="https://cloud.google.com/docs/ai-ml?hl=de" /><link rel="alternate" hreflang="id" href="https://cloud.google.com/docs/ai-ml?hl=id" /><link rel="alternate" hreflang="it" href="https://cloud.google.com/docs/ai-ml?hl=it" /><link rel="alternate" hreflang="ja" href="https://cloud.google.com/docs/ai-ml?hl=ja" /><link rel="alternate" hreflang="ko" href="https://cloud.google.com/docs/ai-ml?hl=ko" /><link rel="alternate" hreflang="pt-BR" href="https://cloud.google.com/docs/ai-ml?hl=pt-br" /><link rel="alternate" hreflang="es-419" href="https://cloud.google.com/docs/ai-ml?hl=es-419" /><title>AI and ML overview &nbsp;|&nbsp; Documentation &nbsp;|&nbsp; Google Cloud</title> <meta property="og:title" content="AI and ML overview &nbsp;|&nbsp; Documentation &nbsp;|&nbsp; Google Cloud"><meta name="description" content="Comprehensive documentation, guides, and resources for Google Cloud products and services for AI solutions, generative AI, and ML."> <meta property="og:description" content="Comprehensive documentation, guides, and resources for Google Cloud products and services for AI solutions, generative AI, and ML."><meta property="og:url" content="https://cloud.google.com/docs/ai-ml"><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": "Documentation", "item": "https://cloud.google.com/docs" },{ "@type": "ListItem", "position": 2, "name": "AI and ML overview", "item": "https://cloud.google.com/docs/ai-ml" }] } </script> <meta name="gtm_var" data-key="docType" data-value="landing"> <link rel="stylesheet" href="/extras.css"></head> <body class="docs-category-page" template="page" theme="cloud-theme" type="landing" template="landing" layout="docs" free-trial display-toc pending> <devsite-progress type="indeterminate" id="app-progress"></devsite-progress> <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 nocontent"> <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/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/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 "> </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-active"> <a href="https://cloud.google.com/docs" track-metadata-eventdetail="https://cloud.google.com/docs" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - docs-home" track-metadata-module="primary nav" aria-label="Documentation, selected" data-category="Site-Wide Custom Events" data-label="Tab: Documentation" track-name="docs-home" track-link-column-type="single-column" > Documentation </a> </tab> <tab class="devsite-dropdown devsite-clickable "> <a href="https://cloud.google.com/docs/tech-area-overviews" track-metadata-eventdetail="https://cloud.google.com/docs/tech-area-overviews" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - technology-areas" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Technology areas" track-name="technology-areas" track-link-column-type="single-column" > Technology areas </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Technology areas" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/tech-area-overviews" track-metadata-position="nav - technology-areas" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Technology areas" track-name="technology-areas" track-link-column-type="single-column" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" 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 - technology-areas" 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 "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/ai-ml" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/ai-ml" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> AI and ML </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/application-development" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/application-development" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Application development </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/application-hosting" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/application-hosting" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Application hosting </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/compute-area" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/compute-area" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Compute </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/data" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/data" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Data analytics and pipelines </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/databases" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/databases" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Databases </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/dhm-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/dhm-cloud" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Distributed, hybrid, and multicloud </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/generative-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/generative-ai" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Generative AI </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/industry" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/industry" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Industry solutions </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/networking" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/networking" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Networking </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/observability" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/observability" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Observability and monitoring </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/security" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/security" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Security </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/storage" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/storage" track-metadata-position="nav - technology-areas" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Storage </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown devsite-clickable "> <a href="https://cloud.google.com/docs/cross-product-overviews" track-metadata-eventdetail="https://cloud.google.com/docs/cross-product-overviews" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - crossproduct" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Cross-product tools" track-name="crossproduct" track-link-column-type="single-column" > Cross-product tools </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Cross-product tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/cross-product-overviews" track-metadata-position="nav - crossproduct" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Cross-product tools" track-name="crossproduct" track-link-column-type="single-column" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" 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 - crossproduct" 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 "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/access-resources" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/access-resources" track-metadata-position="nav - crossproduct" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Access and resources management </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/costs-usage" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/costs-usage" track-metadata-position="nav - crossproduct" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Costs and usage management </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/devtools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/devtools" track-metadata-position="nav - crossproduct" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud SDK, languages, frameworks, and tools </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/iac" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/iac" track-metadata-position="nav - crossproduct" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Infrastructure as code </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/migration" track-metadata-position="nav - crossproduct" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown devsite-clickable "> <a href="https://cloud.google.com/" track-metadata-eventdetail="https://cloud.google.com/" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - related-sites" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Related sites" track-name="related-sites" track-link-column-type="single-column" > Related sites </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Related sites" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/" track-metadata-position="nav - related-sites" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Related sites" track-name="related-sites" track-link-column-type="single-column" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" 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 - related-sites" 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 "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Home </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 - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Free Trial and Free Tier </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 - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Architecture Center </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 - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Blog </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/contact" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/contact" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Contact Sales </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 - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Developer Center </div> </a> </li> <li class="devsite-nav-item"> <a href="https://developers.google.com/" track-type="nav" track-metadata-eventdetail="https://developers.google.com/" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Developer Center </div> </a> </li> <li class="devsite-nav-item"> <a href="https://console.cloud.google.com/marketplace" track-type="nav" track-metadata-eventdetail="https://console.cloud.google.com/marketplace" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Marketplace </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/marketplace/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/marketplace/docs" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Marketplace Documentation </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.cloudskillsboost.google/paths" track-type="nav" track-metadata-eventdetail="https://www.cloudskillsboost.google/paths" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Skills Boost </div> </a> </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 - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Solution Center </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/support-hub" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/support-hub" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Support </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.youtube.com/@googlecloudtech" track-type="nav" track-metadata-eventdetail="https://www.youtube.com/@googlecloudtech" track-metadata-position="nav - related-sites" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Google Cloud Tech Youtube Channel </div> </a> </li> </ul> </div> </div> </div> </tab> </nav> </cloudx-tabs-nav> </div> <devsite-search enable-signin enable-search enable-suggestions project-name="Documentation" tenant-name="Google Cloud" > <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> <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_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="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> <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"> <div class="devsite-product-button-row"> <a href="https://cloud.google.com/contact" class="cta-button-secondary button " track-metadata-position="nav" track-metadata-eventDetail="nav" track-type="contact" data-overflow="devsite-tabs-wrapper" data-overflow-wrapper="tab" track-name="sales" data-overflow-container="left" >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 " track-type="freeTrial" referrerpolicy="no-referrer-when-downgrade" data-overflow-container="right" track-metadata-eventDetail="nav" 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" data-overflow="devsite-top-logo-row" track-metadata-position="nav" >Start free</a> </div> </div> </div> </div> </div> </devsite-header> <devsite-book-nav scrollbars > <div class="devsite-book-nav-filter" > <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/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/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 "> </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="/docs" class="devsite-nav-title gc-analytics-event devsite-nav-has-children devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Documentation" track-name="docs-home" track-link-column-type="single-column" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Documentation" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Documentation </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/tech-area-overviews" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Technology areas" track-name="technology-areas" track-link-column-type="single-column" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Technology areas" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Technology areas </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: Technology areas" track-name="technology-areas" track-link-column-type="single-column" > <span class="devsite-nav-text" tooltip menu="Technology areas"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Technology areas"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/docs/cross-product-overviews" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Cross-product tools" track-name="crossproduct" track-link-column-type="single-column" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cross-product tools" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cross-product tools </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: Cross-product tools" track-name="crossproduct" track-link-column-type="single-column" > <span class="devsite-nav-text" tooltip menu="Cross-product tools"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Cross-product tools"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Related sites" track-name="related-sites" track-link-column-type="single-column" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Related sites" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Related sites </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: Related sites" track-name="related-sites" track-link-column-type="single-column" > <span class="devsite-nav-text" tooltip menu="Related sites"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Related sites"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="//console.cloud.google.com/" class="devsite-nav-title gc-analytics-event " referrerpolicy="no-referrer-when-downgrade" track-name="console" track-type="globalNav" track-metadata-eventDetail="nav" track-metadata-position="nav" 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" track-metadata-eventDetail="nav" track-type="contact" data-overflow="devsite-tabs-wrapper" data-overflow-wrapper="tab" track-name="sales" data-overflow-container="left" 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" track-type="freeTrial" referrerpolicy="no-referrer-when-downgrade" data-overflow-container="right" track-metadata-eventDetail="nav" 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" data-overflow="devsite-top-logo-row" 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="_book"> <li class="devsite-nav-item"><a href="/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs" alt-paths=" /marketplace/docs/partners /channel/docs "><span class="devsite-nav-text" tooltip>Google Cloud Documentation home</span></a></li> <li class="devsite-nav-item"><a href="/docs/get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/get-started" ><span class="devsite-nav-text" tooltip>Get started with Google Cloud</span></a></li> <li class="devsite-nav-item"><a href="/docs/product-list" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/product-list" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/product-list" ><span class="devsite-nav-text" tooltip>Product list</span></a></li> <li class="devsite-nav-item"><a href="/gemini/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini/docs" ><span class="devsite-nav-text" tooltip>Integrated AI assistance with Gemini for Google Cloud</span></a></li> <li class="devsite-nav-item"><a href="/release-notes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /release-notes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/release-notes" ><span class="devsite-nav-text" tooltip>Recent release notes</span></a></li> <li class="devsite-nav-item"><a href="/support/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /support/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/support/docs" ><span class="devsite-nav-text" tooltip>Getting support with Cloud Customer Care</span></a></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Cross-product tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Access and resource management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/access-resources" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/access-resources" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/access-resources" ><span class="devsite-nav-text" tooltip>Access and resource management overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Access management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/identity/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /identity/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/identity/docs" data-synonyms="aws iam identity center, entra id, azure id"><span class="devsite-nav-text" tooltip>Cloud Identity</span></a></li><li class="devsite-nav-item"><a href="/identity-platform/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /identity-platform/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/identity-platform/docs" data-synonyms="aws cognito, azure active directory b2c"><span class="devsite-nav-text" tooltip>Identity Platform</span></a></li><li class="devsite-nav-item"><a href="/managed-microsoft-ad/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /managed-microsoft-ad/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/managed-microsoft-ad/docs" ><span class="devsite-nav-text" tooltip>Managed Service for Microsoft Active Delivery</span></a></li><li class="devsite-nav-item"><a href="/assured-workloads/access-approval/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /assured-workloads/access-approval/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/assured-workloads/access-approval/docs" data-synonyms="customer lockbox for microsoft azure"><span class="devsite-nav-text" tooltip>Access Approval</span></a></li><li class="devsite-nav-item"><a href="/docs/access-resources#expandable-1" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/access-resources#expandable-1" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/access-resources#expandable-1" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control and discoverability</span> </div><ul class="devsite-nav-section"><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="Book nav link, pathname: /service-catalog/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/service-catalog/docs" ><span class="devsite-nav-text" tooltip>Service Catalog</span></a></li><li class="devsite-nav-item"><a href="/service-usage/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /service-usage/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/service-usage/docs" ><span class="devsite-nav-text" tooltip>Service Usage</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimization and service health</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/recommender/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /recommender/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/recommender/docs" data-synonyms="aws cost optimization, azure cost management"><span class="devsite-nav-text" tooltip>Recommender</span></a></li><li class="devsite-nav-item"><a href="/docs/access-resources#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/access-resources#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/access-resources#expandable-3" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Resource management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/config-connector/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /config-connector/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/config-connector/docs" data-synonyms="aws controllers for kubernetes, azure service operator"><span class="devsite-nav-text" tooltip>Config Connector</span></a></li><li class="devsite-nav-item"><a href="/docs/access-resources#expandable-4" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/access-resources#expandable-4" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/access-resources#expandable-4" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Costs and usage management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/costs-usage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/costs-usage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/costs-usage" ><span class="devsite-nav-text" tooltip>Costs and usage management overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Monitor and optimize costs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/billing/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /billing/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/billing/docs" ><span class="devsite-nav-text" tooltip>Cloud Billing</span></a></li><li class="devsite-nav-item"><a href="/docs/cuds" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/cuds" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/cuds" ><span class="devsite-nav-text" tooltip>Committed use discounts</span></a></li><li class="devsite-nav-item"><a href="/free/docs/free-cloud-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /free/docs/free-cloud-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/free/docs/free-cloud-features" ><span class="devsite-nav-text" tooltip>Free cloud features and trial offer</span></a></li><li class="devsite-nav-item"><a href="/billing/docs/how-to/finops-hub" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /billing/docs/how-to/finops-hub" track-type="bookNav" track-name="click" track-metadata-eventdetail="/billing/docs/how-to/finops-hub" ><span class="devsite-nav-text" tooltip>FinOps hub</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage resources and usage</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/quotas" ><span class="devsite-nav-text" tooltip>Cloud Quotas</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Sustainability</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/carbon-footprint/docs/view-carbon-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /carbon-footprint/docs/view-carbon-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/carbon-footprint/docs/view-carbon-data" ><span class="devsite-nav-text" tooltip>Carbon Footprint</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Cloud SDK, languages, frameworks, and tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/devtools" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/devtools" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/devtools" ><span class="devsite-nav-text" tooltip>Google Cloud SDK, languages, frameworks, and tools overview</span></a></li><li class="devsite-nav-item"><a href="/docs/authentication" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/authentication" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/authentication" ><span class="devsite-nav-text" tooltip>General authentication guides</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Cloud SDK client libraries and languages</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Cloud SDK and client libraries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/devtools#expandable-1" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/devtools#expandable-1" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/devtools#expandable-1" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Languages</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/dotnet/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dotnet/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dotnet/docs" ><span class="devsite-nav-text" tooltip>C# and .NET</span></a></li><li class="devsite-nav-item"><a href="/cpp/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /cpp/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/cpp/docs" ><span class="devsite-nav-text" tooltip>C++</span></a></li><li class="devsite-nav-item"><a href="/go/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /go/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/go/docs" ><span class="devsite-nav-text" tooltip>Go</span></a></li><li class="devsite-nav-item"><a href="/java/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /java/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/java/docs" ><span class="devsite-nav-text" tooltip>Java</span></a></li><li class="devsite-nav-item"><a href="/nodejs/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /nodejs/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/nodejs/docs" ><span class="devsite-nav-text" tooltip>JavaScript and Node.js</span></a></li><li class="devsite-nav-item"><a href="/php/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /php/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/php/docs" ><span class="devsite-nav-text" tooltip>PHP</span></a></li><li class="devsite-nav-item"><a href="/python/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /python/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/python/docs" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/ruby/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /ruby/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/ruby/docs" ><span class="devsite-nav-text" tooltip>Ruby</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Frameworks and tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/java/docs/spring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /java/docs/spring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/java/docs/spring" ><span class="devsite-nav-text" tooltip>Spring</span></a></li><li class="devsite-nav-item"><a href="/stackdriver/docs/managed-prometheus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /stackdriver/docs/managed-prometheus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/stackdriver/docs/managed-prometheus" ><span class="devsite-nav-text" tooltip>Prometheus</span></a></li><li class="devsite-nav-item"><a href="/docs/devtools#expandable-2" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/devtools#expandable-2" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/devtools#expandable-2" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Infrastructure as code</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/iac" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/iac" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/iac" ><span class="devsite-nav-text" tooltip>Infrastructure as code overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Provision deploy and manage infrastructure</span> </div><ul class="devsite-nav-section"><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="Book nav link, pathname: /infrastructure-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/infrastructure-manager/docs" ><span class="devsite-nav-text" tooltip>Infrastructure Manager</span></a></li><li class="devsite-nav-item"><a href="/docs/terraform" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/terraform" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/terraform" ><span class="devsite-nav-text" tooltip>Terraform on Google Cloud</span></a></li><li class="devsite-nav-item"><a href="/config-connector/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /config-connector/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/config-connector/docs" ><span class="devsite-nav-text" tooltip>Config Connector</span></a></li><li class="devsite-nav-item"><a href="https://developer.hashicorp.com/terraform/cdktf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://developer.hashicorp.com/terraform/cdktf" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://developer.hashicorp.com/terraform/cdktf" ><span class="devsite-nav-text" tooltip>Cloud Development Kit for Terraform (external website)</span></a></li><li class="devsite-nav-item"><a href="https://www.pulumi.com/registry/packages/gcp/" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://www.pulumi.com/registry/packages/gcp/" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://www.pulumi.com/registry/packages/gcp/" ><span class="devsite-nav-text" tooltip>Google Cloud provider for Pulumi (external website)</span></a></li><li class="devsite-nav-item"><a href="https://docs.ansible.com/ansible/latest/collections/google/cloud" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://docs.ansible.com/ansible/latest/collections/google/cloud" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://docs.ansible.com/ansible/latest/collections/google/cloud" ><span class="devsite-nav-text" tooltip>Ansible (external website)</span></a></li><li class="devsite-nav-item"><a href="https://docs.crossplane.io/v1.14/getting-started/introduction/" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://docs.crossplane.io/v1.14/getting-started/introduction/" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://docs.crossplane.io/v1.14/getting-started/introduction/" ><span class="devsite-nav-text" tooltip>Crossplane (external website)</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related product</span> </div><ul class="devsite-nav-section"><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="Book nav link, pathname: /deployment-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/deployment-manager/docs" ><span class="devsite-nav-text" tooltip>Cloud Deployment Manager</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/migration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/migration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/migration" ><span class="devsite-nav-text" tooltip>Migration overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration tools and services</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/migrate/kf/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /migrate/kf/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/migrate/kf/docs" alt-paths=" /migrate/kf/docs/2.10 /migrate/kf/docs/2.11 /migrate/kf/docs/2.9 "><span class="devsite-nav-text" tooltip>Kf</span></a></li><li class="devsite-nav-item"><a href="/docs/migration#expandable-1" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/migration#expandable-1" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/migration#expandable-1" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generative AI</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/generative-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/generative-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/generative-ai" ><span class="devsite-nav-text" tooltip>Overview of generative AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/generative-ai/start/quickstarts/quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/generative-ai/start/quickstarts/quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/generative-ai/start/quickstarts/quickstart" ><span class="devsite-nav-text" tooltip>Vertex AI Studio</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generative AI Models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/models" ><span class="devsite-nav-text" tooltip>Google models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/start/explore-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/explore-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/explore-models" ><span class="devsite-nav-text" tooltip>Model Garden</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/model-versions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/model-versions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/model-versions" ><span class="devsite-nav-text" tooltip>Model versions</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Open models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-open-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-open-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-open-models" ><span class="devsite-nav-text" tooltip>Use open models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-gemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-gemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-gemma" ><span class="devsite-nav-text" tooltip>Google Gemma</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-llama" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-llama" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-llama" ><span class="devsite-nav-text" tooltip>Open LLaMa</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" ><span class="devsite-nav-text" tooltip>Hugging Face text generation models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-hex-llm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-hex-llm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-hex-llm" ><span class="devsite-nav-text" tooltip>Hex-LLM</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Partner models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/use-partner-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/use-partner-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/use-partner-models" ><span class="devsite-nav-text" tooltip>Use partner models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/use-claude" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/use-claude" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/use-claude" ><span class="devsite-nav-text" tooltip>Anthropic Claude</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generate an AI response</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" ><span class="devsite-nav-text" tooltip>Text and code generation</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/overview" ><span class="devsite-nav-text" tooltip>Image generation</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings" ><span class="devsite-nav-text" tooltip>Embeddings</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" ><span class="devsite-nav-text" tooltip>Prompt design and engineering</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Improve AI responses</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/grounding/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/grounding/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/grounding/overview" ><span class="devsite-nav-text" tooltip>Grounding</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-models" ><span class="devsite-nav-text" tooltip>Tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/function-calling" ><span class="devsite-nav-text" tooltip>Function calling</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/generative-ai/models/evaluate-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/generative-ai/models/evaluate-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/generative-ai/models/evaluate-models" ><span class="devsite-nav-text" tooltip>Evaluation</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/configure-safety-attributes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/configure-safety-attributes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/configure-safety-attributes" ><span class="devsite-nav-text" tooltip>Safety</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/kubernetes-engine/docs/integrations/ai-infra" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/docs/integrations/ai-infra" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/docs/integrations/ai-infra" ><span class="devsite-nav-text" tooltip>AI/ML orchestration on GKE</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>AI and ML</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/ai-ml" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/ai-ml" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/ai-ml" alt-paths=" /speaker-id/docs /industrial-adaptive-controls/docs /visual-inspection-ai/docs /recommendations/retail-search/docs "><span class="devsite-nav-text" tooltip>Overview of AI and ML</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Customer service, conversation, and speech</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/dialogflow/vertex/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dialogflow/vertex/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dialogflow/vertex/docs" ><span class="devsite-nav-text" tooltip>Vertex AI Agents</span></a></li><li class="devsite-nav-item"><a href="/text-to-speech/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /text-to-speech/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/text-to-speech/docs" ><span class="devsite-nav-text" tooltip>Text-to-Speech</span></a></li><li class="devsite-nav-item"><a href="/speech-to-text/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /speech-to-text/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/speech-to-text/docs" alt-paths=" /speech-to-text/v2/docs "><span class="devsite-nav-text" tooltip>Speech-to-Text</span></a></li><li class="devsite-nav-item"><a href="/speech-to-text/priv/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /speech-to-text/priv/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/speech-to-text/priv/docs" ><span class="devsite-nav-text" tooltip>Speech-to-Text On-Prem</span></a></li><li class="devsite-nav-item"><a href="/speech-to-text/ondevice/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /speech-to-text/ondevice/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/speech-to-text/ondevice/docs" ><span class="devsite-nav-text" tooltip>Speech On Device</span></a></li><li class="devsite-nav-item"><a href="/contact-center/insights/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /contact-center/insights/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/contact-center/insights/docs" ><span class="devsite-nav-text" tooltip>Contact Center AI Insights</span></a></li><li class="devsite-nav-item"><a href="/contact-center/ccai-platform/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /contact-center/ccai-platform/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/contact-center/ccai-platform/docs" ><span class="devsite-nav-text" tooltip>Contact Center AI Platform</span></a></li><li class="devsite-nav-item"><a href="/dialogflow/cx/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dialogflow/cx/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dialogflow/cx/docs" ><span class="devsite-nav-text" tooltip>Dialogflow CX</span></a></li><li class="devsite-nav-item"><a href="/dialogflow/es/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dialogflow/es/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dialogflow/es/docs" ><span class="devsite-nav-text" tooltip>Dialogflow ES</span></a></li><li class="devsite-nav-item"><a href="/agent-assist/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /agent-assist/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/agent-assist/docs" ><span class="devsite-nav-text" tooltip>Agent Assist</span></a></li><li class="devsite-nav-item"><a href="/conversational-ai/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /conversational-ai/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/conversational-ai/docs" ><span class="devsite-nav-text" tooltip>Conversational AI</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Document management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/document-ai/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /document-ai/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/document-ai/docs" ><span class="devsite-nav-text" tooltip>Document AI</span></a></li><li class="devsite-nav-item"><a href="/document-ai/docs/processors-list" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /document-ai/docs/processors-list" track-type="bookNav" track-name="click" track-metadata-eventdetail="/document-ai/docs/processors-list" ><span class="devsite-nav-text" tooltip>Document AI processors</span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vision/on-prem" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vision/on-prem" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vision/on-prem" ><span class="devsite-nav-text" tooltip>OCR On-Prem</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/document-warehouse/docs/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /document-warehouse/docs/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/document-warehouse/docs/overview" ><span class="devsite-nav-text" tooltip>Document AI Warehouse (Deprecated)</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Industry-specific products</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/ai-ml#expandable-4" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/ai-ml#expandable-4" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/ai-ml#expandable-4" ><span class="devsite-nav-text" tooltip>See listing of products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Video, images, vision, and augmented reality</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/livestream/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /livestream/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/livestream/docs" ><span class="devsite-nav-text" tooltip>Live Stream API</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="Book nav link, pathname: /transcoder/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/transcoder/docs" ><span class="devsite-nav-text" tooltip>Transcoder API</span></a></li><li class="devsite-nav-item"><a href="/vision-ai/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vision-ai/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vision-ai/docs" ><span class="devsite-nav-text" tooltip>Vertex AI Vision</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="Book nav link, pathname: /video-stitcher/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/video-stitcher/docs" ><span class="devsite-nav-text" tooltip>Video Stitcher API</span></a></li><li class="devsite-nav-item"><a href="/immersive-stream/xr/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /immersive-stream/xr/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/immersive-stream/xr/docs" ><span class="devsite-nav-text" tooltip>Immersive Stream for XR</span></a></li><li class="devsite-nav-item"><a href="/docs/ai-ml#expandable-5" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/ai-ml#expandable-5" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/ai-ml#expandable-5" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Search and recommendations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/enterprise-search-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/enterprise-search-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/enterprise-search-introduction" ><span class="devsite-nav-text" tooltip>Vertex AI Search</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/matching-engine" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/matching-engine" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/matching-engine" ><span class="devsite-nav-text" tooltip>Vector Search</span></a></li><li class="devsite-nav-item"><a href="/enterprise-knowledge-graph/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /enterprise-knowledge-graph/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/enterprise-knowledge-graph/docs" ><span class="devsite-nav-text" tooltip>Enterprise Knowledge Graph</span></a></li><li class="devsite-nav-item"><a href="/discovery-engine/media/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /discovery-engine/media/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/discovery-engine/media/docs" ><span class="devsite-nav-text" tooltip>Discovery Engine (Deprecated)</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Translation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/translate/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /translate/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/translate/docs" ><span class="devsite-nav-text" tooltip>Translation API</span></a></li><li class="devsite-nav-item"><a href="/translation-hub/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /translation-hub/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/translation-hub/docs" ><span class="devsite-nav-text" tooltip>Translation Hub</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>ML model training and development</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Automatic training</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/overview" ><span class="devsite-nav-text" tooltip>Vertex AI AutoML Tabular</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training-overview#image_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training-overview#image_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training-overview#image_data" ><span class="devsite-nav-text" tooltip>Vertex AI AutoML Image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training-overview#video_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training-overview#video_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training-overview#video_data" ><span class="devsite-nav-text" tooltip>Vertex AI AutoML Video</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training-overview#text_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training-overview#text_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training-overview#text_data" ><span class="devsite-nav-text" tooltip>Vertex AI AutoML Text</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Custom training</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/overview" ><span class="devsite-nav-text" tooltip>Vertex AI Training</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/overview" ><span class="devsite-nav-text" tooltip>Vertex AI Neural Architecture Search</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/overview" ><span class="devsite-nav-text" tooltip>Ray on Vertex AI</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="Book nav link, pathname: /deep-learning-containers/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/deep-learning-containers/docs" ><span class="devsite-nav-text" tooltip>Deep Learning Containers</span></a></li><li class="devsite-nav-item"><a href="/deep-learning-vm/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /deep-learning-vm/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/deep-learning-vm/docs" ><span class="devsite-nav-text" tooltip>Deep Learning VM Images</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>MLOps and production</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data and features</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/datasets/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/overview" ><span class="devsite-nav-text" tooltip>Vertex AI Datasets</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/overview" ><span class="devsite-nav-text" tooltip>Vertex AI Feature Store</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Deployment</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/overview" ><span class="devsite-nav-text" tooltip>Vertex AI Prediction</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Developer tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/colab/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /colab/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/colab/docs" ><span class="devsite-nav-text" tooltip>Colab Enterprise</span></a></li><li class="devsite-nav-item"><a href="/tensorflow-enterprise/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /tensorflow-enterprise/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/tensorflow-enterprise/docs" ><span class="devsite-nav-text" tooltip>TensorFlow Enterprise</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances" ><span class="devsite-nav-text" tooltip>Vertex AI Workbench instances</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed" ><span class="devsite-nav-text" tooltip>Vertex AI Workbench - Managed (Deprecated)</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed" ><span class="devsite-nav-text" tooltip>Vertex AI Workbench - User-managed (Deprecated)</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Model iteration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/intro-vertex-ai-experiments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/intro-vertex-ai-experiments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/intro-vertex-ai-experiments" ><span class="devsite-nav-text" tooltip>Vertex AI Experiments</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Monitoring and evaluation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/overview" ><span class="devsite-nav-text" tooltip>Vertex Explainable AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/overview" ><span class="devsite-nav-text" tooltip>Vertex AI Model Monitoring</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/evaluation/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/evaluation/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/evaluation/introduction" ><span class="devsite-nav-text" tooltip>Vertex AI Model Evaluation</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-introduction" ><span class="devsite-nav-text" tooltip>Vertex AI TensorBoard</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Orchestration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/introduction" ><span class="devsite-nav-text" tooltip>Vertex AI Pipelines</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/introduction" ><span class="devsite-nav-text" tooltip>Vertex AI Model Registry</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Task-specific solutions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vision/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vision/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vision/docs" ><span class="devsite-nav-text" tooltip>Cloud Vision API</span></a></li><li class="devsite-nav-item"><a href="/video-intelligence/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /video-intelligence/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/video-intelligence/docs" ><span class="devsite-nav-text" tooltip>Video Intelligence AI</span></a></li><li class="devsite-nav-item"><a href="/natural-language/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /natural-language/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/natural-language/docs" ><span class="devsite-nav-text" tooltip>Cloud Natural Language</span></a></li><li class="devsite-nav-item"><a href="/timeseries-insights/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /timeseries-insights/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/timeseries-insights/docs" ><span class="devsite-nav-text" tooltip>Timeseries Insights API</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Accelerators</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/tpu/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /tpu/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/tpu/docs" ><span class="devsite-nav-text" tooltip>Cloud TPU</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related products</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/ai-platform/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /ai-platform/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/ai-platform/docs" ><span class="devsite-nav-text" tooltip>AI Platform (Deprecated)</span></a></li><li class="devsite-nav-item"><a href="/recommendations-ai/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /recommendations-ai/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/recommendations-ai/docs" ><span class="devsite-nav-text" tooltip>Recommendations AI</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Application development</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/application-development" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/application-development" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/application-development" alt-paths=" /healthcare-data-engine/v140-upgrade/docs /healthcare-data-engine/docs "><span class="devsite-nav-text" tooltip>Overview of application development</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>API management</span> </div><ul class="devsite-nav-section"><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="Book nav link, pathname: /api-gateway/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api-gateway/docs" ><span class="devsite-nav-text" tooltip>API Gateway</span></a></li><li class="devsite-nav-item"><a href="/api-keys/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api-keys/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api-keys/docs" ><span class="devsite-nav-text" tooltip>API Keys API</span></a></li><li class="devsite-nav-item"><a href="/apigee/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /apigee/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/apigee/docs" ><span class="devsite-nav-text" tooltip>Apigee</span></a></li><li class="devsite-nav-item"><a href="/apigee/docs/hybrid/latest/what-is-hybrid" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /apigee/docs/hybrid/latest/what-is-hybrid" track-type="bookNav" track-name="click" track-metadata-eventdetail="/apigee/docs/hybrid/latest/what-is-hybrid" ><span class="devsite-nav-text" tooltip>Apigee Hybrid</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="Book nav link, pathname: /endpoints/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/endpoints/docs" ><span class="devsite-nav-text" tooltip>Cloud Endpoints</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Build and deploy apps with CI/CD</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/build/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /build/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/build/docs" ><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="Book nav link, pathname: /artifact-registry/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/artifact-registry/docs" ><span class="devsite-nav-text" tooltip>Artifact Registry</span></a></li><li class="devsite-nav-item"><a href="/artifact-analysis/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /artifact-analysis/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/artifact-analysis/docs" ><span class="devsite-nav-text" tooltip>Artifact Analysis</span></a></li><li class="devsite-nav-item"><a href="/software-supply-chain-security/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /software-supply-chain-security/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/software-supply-chain-security/docs" ><span class="devsite-nav-text" tooltip>Software Delivery Shield</span></a></li><li class="devsite-nav-item"><a href="/deploy/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /deploy/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/deploy/docs" ><span class="devsite-nav-text" tooltip>Cloud Deploy</span></a></li><li class="devsite-nav-item"><a href="/container-registry/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /container-registry/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/container-registry/docs" ><span class="devsite-nav-text" tooltip>Container Registry (Deprecated)</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Development platforms and tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/app-hub/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /app-hub/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/app-hub/docs" ><span class="devsite-nav-text" tooltip>App Hub</span></a></li><li class="devsite-nav-item"><a href="/code/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /code/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/code/docs" ><span class="devsite-nav-text" tooltip>Cloud Code</span></a></li><li class="devsite-nav-item"><a href="/code/docs/shell" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /code/docs/shell" track-type="bookNav" track-name="click" track-metadata-eventdetail="/code/docs/shell" ><span class="devsite-nav-text" tooltip>Cloud Code for Cloud Shell</span></a></li><li class="devsite-nav-item"><a href="/code/docs/intellij" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /code/docs/intellij" track-type="bookNav" track-name="click" track-metadata-eventdetail="/code/docs/intellij" ><span class="devsite-nav-text" tooltip>Cloud Code for IntelliJ</span></a></li><li class="devsite-nav-item"><a href="/code/docs/vscode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /code/docs/vscode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/code/docs/vscode" ><span class="devsite-nav-text" tooltip>Cloud Code for VS Code</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="Book nav link, pathname: /shell/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/shell/docs" ><span class="devsite-nav-text" tooltip>Cloud Shell</span></a></li><li class="devsite-nav-item"><a href="/eclipse/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /eclipse/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/eclipse/docs" ><span class="devsite-nav-text" tooltip>Cloud Tools for Eclipse</span></a></li><li class="devsite-nav-item"><a href="/workstations/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /workstations/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/workstations/docs" ><span class="devsite-nav-text" tooltip>Cloud Workstations</span></a></li><li class="devsite-nav-item"><a href="/sdk/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /sdk/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/sdk/docs" ><span class="devsite-nav-text" tooltip>Google Cloud CLI</span></a></li><li class="devsite-nav-item"><a href="/service-infrastructure/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /service-infrastructure/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/service-infrastructure/docs" ><span class="devsite-nav-text" tooltip>Service Infrastructure</span></a></li><li class="devsite-nav-item"><a href="/tools/powershell/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /tools/powershell/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/tools/powershell/docs" ><span class="devsite-nav-text" tooltip>Tools for PowerShell</span></a></li><li class="devsite-nav-item"><a href="/tools/visual-studio/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /tools/visual-studio/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/tools/visual-studio/docs" ><span class="devsite-nav-text" tooltip>Tools for Visual Studio</span></a></li><li class="devsite-nav-item"><a href="/docs/application-development#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/application-development#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/application-development#expandable-3" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Event-driven app creation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/scheduler/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /scheduler/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/scheduler/docs" ><span class="devsite-nav-text" tooltip>Cloud Scheduler</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="Book nav link, pathname: /tasks/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/tasks/docs" ><span class="devsite-nav-text" tooltip>Cloud Tasks</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/eventarc/advanced/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /eventarc/advanced/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/eventarc/advanced/docs" ><span class="devsite-nav-text" tooltip>Eventarc Advanced</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/eventarc/standard/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /eventarc/standard/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/eventarc/standard/docs" ><span class="devsite-nav-text" tooltip>Eventarc Standard</span></a></li><li class="devsite-nav-item"><a href="/pubsub/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /pubsub/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/pubsub/docs" ><span class="devsite-nav-text" tooltip>Pub/Sub</span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/pubsub/lite/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /pubsub/lite/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/pubsub/lite/docs" ><span class="devsite-nav-text" tooltip>Pub/Sub Lite</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/workflows/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /workflows/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/workflows/docs" ><span class="devsite-nav-text" tooltip>Workflows</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Industry-specific APIs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/healthcare/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /healthcare/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/healthcare/docs" ><span class="devsite-nav-text" tooltip>Cloud Healthcare API</span></a></li><li class="devsite-nav-item"><a href="/docs/application-development#expandable-5" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/application-development#expandable-5" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/application-development#expandable-5" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Integration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/application-integration/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /application-integration/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/application-integration/docs" ><span class="devsite-nav-text" tooltip>Application Integration</span></a></li><li class="devsite-nav-item"><a href="/developer-connect/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /developer-connect/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/developer-connect/docs" ><span class="devsite-nav-text" tooltip>Developer Connect</span></a></li><li class="devsite-nav-item"><a href="/integration-connectors/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /integration-connectors/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/integration-connectors/docs" ><span class="devsite-nav-text" tooltip>Integration Connectors</span></a></li><li class="devsite-nav-item"><a href="/docs/gitlab" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/gitlab" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/gitlab" ><span class="devsite-nav-text" tooltip>GitLab on Google Cloud</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Source code management tools</span> </div><ul class="devsite-nav-section"><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="Book nav link, pathname: /source-repositories/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/source-repositories/docs" ><span class="devsite-nav-text" tooltip>Cloud Source Repositories</span></a></li><li class="devsite-nav-item"><a href="/secure-source-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /secure-source-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/secure-source-manager/docs" ><span class="devsite-nav-text" tooltip>Secure Source Manager</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Application hosting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/application-hosting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/application-hosting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/application-hosting" ><span class="devsite-nav-text" tooltip>Overview of application hosting infrastructure</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Serverless</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/appengine/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /appengine/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/appengine/docs" alt-paths=" /appengine/docs/admin-api /appengine/docs/legacy/standard/go111 /appengine/docs/legacy/standard/java /appengine/docs/legacy/standard/php /appengine/docs/legacy/standard/python /appengine/migration-center "><span class="devsite-nav-text" tooltip>App Engine</span></a></li><li class="devsite-nav-item"><a href="/functions/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /functions/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/functions/docs" ><span class="devsite-nav-text" tooltip>Cloud Run functions</span></a></li><li class="devsite-nav-item"><a href="/run/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /run/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/run/docs" ><span class="devsite-nav-text" tooltip>Cloud Run</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Container orchestration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/kubernetes-engine/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/docs" ><span class="devsite-nav-text" tooltip>Google Kubernetes Engine (GKE)</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/enterprise/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/enterprise/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/enterprise/docs" ><span class="devsite-nav-text" tooltip>GKE Enterprise</span></a></li><li class="devsite-nav-item"><a href="/docs/application-hosting#expandable-2" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/application-hosting#expandable-2" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/application-hosting#expandable-2" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Fleet management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/kubernetes-engine/fleet-management/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/fleet-management/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/fleet-management/docs" ><span class="devsite-nav-text" tooltip>GKE Enterprise fleet management</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related products</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/buildpacks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/buildpacks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/buildpacks" ><span class="devsite-nav-text" tooltip>Buildpacks</span></a></li><li class="devsite-nav-item"><a href="/blockchain-node-engine/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /blockchain-node-engine/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/blockchain-node-engine/docs" ><span class="devsite-nav-text" tooltip>Blockchain Node Engine</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/blockchain-rpc/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /blockchain-rpc/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/blockchain-rpc/docs" ><span class="devsite-nav-text" tooltip>Blockchain RPC</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Compute</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/compute-area" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/compute-area" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/compute-area" ><span class="devsite-nav-text" tooltip>Overview of Compute</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Virtual machines</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/compute/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/docs" ><span class="devsite-nav-text" tooltip>Compute Engine</span></a></li><li class="devsite-nav-item"><a href="/capacity-planner/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /capacity-planner/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/capacity-planner/docs" ><span class="devsite-nav-text" tooltip>Capacity Planner</span></a></li><li class="devsite-nav-item"><a href="/docs/compute-area#expandable-1" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/compute-area#expandable-1" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/compute-area#expandable-1" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Images</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/compute/docs/images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/docs/images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/docs/images" ><span class="devsite-nav-text" tooltip>OS images</span></a></li><li class="devsite-nav-item"><a href="/container-optimized-os/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /container-optimized-os/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/container-optimized-os/docs" ><span class="devsite-nav-text" tooltip>Container-Optimized OS</span></a></li><li class="devsite-nav-item"><a href="/docs/compute-area#expandable-2" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/compute-area#expandable-2" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/compute-area#expandable-2" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Block storage</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/compute/docs/disks/local-ssd" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/docs/disks/local-ssd" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/docs/disks/local-ssd" ><span class="devsite-nav-text" tooltip>Local SSD</span></a></li><li class="devsite-nav-item"><a href="/compute/docs/disks/persistent-disks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/docs/disks/persistent-disks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/docs/disks/persistent-disks" ><span class="devsite-nav-text" tooltip>Persistent Disk</span></a></li><li class="devsite-nav-item"><a href="/compute/docs/disks/hyperdisks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/docs/disks/hyperdisks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/docs/disks/hyperdisks" ><span class="devsite-nav-text" tooltip>Hyperdisk</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration</span> </div><ul class="devsite-nav-section"><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="Book nav link, pathname: /migration-center/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/migration-center/docs" ><span class="devsite-nav-text" tooltip>Migration Center</span></a></li><li class="devsite-nav-item"><a href="/migrate/virtual-machines/docs/5.0" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /migrate/virtual-machines/docs/5.0" track-type="bookNav" track-name="click" track-metadata-eventdetail="/migrate/virtual-machines/docs/5.0" ><span class="devsite-nav-text" tooltip>Migrate to Virtual Machines</span></a></li><li class="devsite-nav-item"><a href="/migrate/containers/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /migrate/containers/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/migrate/containers/docs" ><span class="devsite-nav-text" tooltip>Migrate to Containers</span></a></li><li class="devsite-nav-item"><a href="/mainframe-assessment-tool/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /mainframe-assessment-tool/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/mainframe-assessment-tool/docs" ><span class="devsite-nav-text" tooltip>Mainframe Assessment Tool</span></a></li><li class="devsite-nav-item"><a href="/mainframe-connector/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /mainframe-connector/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/mainframe-connector/docs" ><span class="devsite-nav-text" tooltip>Mainframe Connector</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Workloads</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/batch/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /batch/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/batch/docs" ><span class="devsite-nav-text" tooltip>Batch</span></a></li><li class="devsite-nav-item"><a href="/compute/docs/gpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/docs/gpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/docs/gpus" ><span class="devsite-nav-text" tooltip>Cloud GPUs</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related products</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vmware-engine/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vmware-engine/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vmware-engine/docs" alt-paths=" /vmware-engine/docs/classic-console "><span class="devsite-nav-text" tooltip>Google Cloud VMware Engine</span></a></li><li class="devsite-nav-item"><a href="/solutions/sap/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /solutions/sap/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/solutions/sap/docs" ><span class="devsite-nav-text" tooltip>SAP on Google Cloud</span></a></li><li class="devsite-nav-item"><a href="/workload-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /workload-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/workload-manager/docs" ><span class="devsite-nav-text" tooltip>Workload Manager</span></a></li><li class="devsite-nav-item"><a href="/cluster-toolkit/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /cluster-toolkit/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/cluster-toolkit/docs" ><span class="devsite-nav-text" tooltip>Cluster Toolkit</span></a></li><li class="devsite-nav-item"><a href="/compute/shielded-vm/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/shielded-vm/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/shielded-vm/docs" ><span class="devsite-nav-text" tooltip>Shielded VM</span></a></li><li class="devsite-nav-item"><a href="/compute/vm-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /compute/vm-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/compute/vm-manager/docs" ><span class="devsite-nav-text" tooltip>VM Manager</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data analytics and pipelines</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/data" ><span class="devsite-nav-text" tooltip>Overview of data analytics and pipelines</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Platforms</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs" ><span class="devsite-nav-text" tooltip>BigQuery</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/biglake-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/biglake-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/biglake-intro" ><span class="devsite-nav-text" tooltip>BigLake in BigQuery</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/storage_overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/storage_overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/storage_overview" ><span class="devsite-nav-text" tooltip>BigQuery Storage</span></a></li><li class="devsite-nav-item"><a href="/bigquery-engine-for-apache-flink/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery-engine-for-apache-flink/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery-engine-for-apache-flink/docs" ><span class="devsite-nav-text" tooltip>BigQuery Engine for Apache Flink</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data analysis</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-introduction" ><span class="devsite-nav-text" tooltip>Analytics Hub</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-overview" ><span class="devsite-nav-text" tooltip>BigQuery Analytics</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bqml-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bqml-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bqml-introduction" ><span class="devsite-nav-text" tooltip>BigQuery ML</span></a></li><li class="devsite-nav-item"><a href="https://developers.google.com/earth-engine" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://developers.google.com/earth-engine" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://developers.google.com/earth-engine" ><span class="devsite-nav-text" tooltip>Earth Engine (other Google site)</span></a></li><li class="devsite-nav-item"><a href="/looker/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /looker/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/looker/docs" ><span class="devsite-nav-text" tooltip>Looker</span></a></li><li class="devsite-nav-item"><a href="https://support.google.com/looker-studio#topic=6267740" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://support.google.com/looker-studio#topic=6267740" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://support.google.com/looker-studio#topic=6267740" ><span class="devsite-nav-text" tooltip>Looker Studio (Support site)</span></a></li><li class="devsite-nav-item"><a href="/docs/data#expandable-2" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/data#expandable-2" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/data#expandable-2" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data governance</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/data-catalog/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /data-catalog/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/data-catalog/docs" ><span class="devsite-nav-text" tooltip>Data Catalog</span></a></li><li class="devsite-nav-item"><a href="/dataplex/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dataplex/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dataplex/docs" ><span class="devsite-nav-text" tooltip>Dataplex</span></a></li><li class="devsite-nav-item"><a href="/docs/data#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/data#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/data#expandable-3" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data ingestion</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/dts-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-introduction" ><span class="devsite-nav-text" tooltip>BigQuery Data Transfer Service</span></a></li><li class="devsite-nav-item"><a href="/dataproc/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dataproc/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dataproc/docs" ><span class="devsite-nav-text" tooltip>Dataproc</span></a></li><li class="devsite-nav-item"><a href="/dataproc-metastore/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dataproc-metastore/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dataproc-metastore/docs" ><span class="devsite-nav-text" tooltip>Dataproc Metastore</span></a></li><li class="devsite-nav-item"><a href="/dataproc-serverless/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dataproc-serverless/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dataproc-serverless/docs" ><span class="devsite-nav-text" tooltip>Dataproc Serverless</span></a></li><li class="devsite-nav-item"><a href="/datastream/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /datastream/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/datastream/docs" ><span class="devsite-nav-text" tooltip>Datastream</span></a></li><li class="devsite-nav-item"><a href="/data-fusion/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /data-fusion/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/data-fusion/docs" ><span class="devsite-nav-text" tooltip>Cloud Data Fusion</span></a></li><li class="devsite-nav-item"><a href="/managed-service-for-apache-kafka/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /managed-service-for-apache-kafka/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/managed-service-for-apache-kafka/docs" ><span class="devsite-nav-text" tooltip>Google Cloud Managed Service for Apache Kafka</span></a></li><li class="devsite-nav-item"><a href="/docs/data#expandable-4" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/data#expandable-4" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/data#expandable-4" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data orchestration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/composer/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /composer/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/composer/docs" ><span class="devsite-nav-text" tooltip>Cloud Composer</span></a></li><li class="devsite-nav-item"><a href="/dataform/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dataform/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dataform/docs" ><span class="devsite-nav-text" tooltip>Dataform</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data processing</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/dataflow/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dataflow/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dataflow/docs" ><span class="devsite-nav-text" tooltip>Dataflow</span></a></li><li class="devsite-nav-item"><a href="/docs/data#expandable-6" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/data#expandable-6" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/data#expandable-6" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related products</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/blockchain-analytics/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /blockchain-analytics/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/blockchain-analytics/docs" ><span class="devsite-nav-text" tooltip>Blockchain Analytics</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/docs/integrations/data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/docs/integrations/data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/docs/integrations/data" ><span class="devsite-nav-text" tooltip>Data on GKE</span></a></li><li class="devsite-nav-item"><a href="/cortex/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /cortex/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/cortex/docs" ><span class="devsite-nav-text" tooltip>Cortex Framework</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Databases</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/databases" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/databases" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/databases" alt-paths=" /database-center/docs /database-center/docs/duet-ai-databases /database-center/docs/gemini-databases "><span class="devsite-nav-text" tooltip>Overview of databases</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Non-relational databases</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigtable/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigtable/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigtable/docs" ><span class="devsite-nav-text" tooltip>Bigtable</span></a></li><li class="devsite-nav-item"><a href="/datastore/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /datastore/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/datastore/docs" ><span class="devsite-nav-text" tooltip>Datastore</span></a></li><li class="devsite-nav-item"><a href="/firestore/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /firestore/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/firestore/docs" ><span class="devsite-nav-text" tooltip>Firestore</span></a></li><li class="devsite-nav-item"><a href="/memorystore/docs/memcached" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /memorystore/docs/memcached" track-type="bookNav" track-name="click" track-metadata-eventdetail="/memorystore/docs/memcached" ><span class="devsite-nav-text" tooltip>Memorystore for Memcached</span></a></li><li class="devsite-nav-item"><a href="/memorystore/docs/redis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /memorystore/docs/redis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/memorystore/docs/redis" ><span class="devsite-nav-text" tooltip>Memorystore for Redis</span></a></li><li class="devsite-nav-item"><a href="/memorystore/docs/cluster" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /memorystore/docs/cluster" track-type="bookNav" track-name="click" track-metadata-eventdetail="/memorystore/docs/cluster" ><span class="devsite-nav-text" tooltip>Memorystore for Redis Cluster</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/spanner/docs/graph" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /spanner/docs/graph" track-type="bookNav" track-name="click" track-metadata-eventdetail="/spanner/docs/graph" ><span class="devsite-nav-text" tooltip>Spanner Graph</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/docs/databases#expandable-1" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/databases#expandable-1" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/databases#expandable-1" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Relational databases</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/alloydb/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /alloydb/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/alloydb/docs" ><span class="devsite-nav-text" tooltip>AlloyDB for PostgreSQL</span></a></li><li class="devsite-nav-item"><a href="/alloydb/omni/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /alloydb/omni/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/alloydb/omni/docs" ><span class="devsite-nav-text" tooltip>AlloyDB Omni</span></a></li><li class="devsite-nav-item"><a href="/spanner/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /spanner/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/spanner/docs" ><span class="devsite-nav-text" tooltip>Spanner</span></a></li><li class="devsite-nav-item"><a href="/sql/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /sql/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/sql/docs" ><span class="devsite-nav-text" tooltip>Cloud SQL</span></a></li><li class="devsite-nav-item"><a href="/sql/docs/mysql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /sql/docs/mysql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/sql/docs/mysql" ><span class="devsite-nav-text" tooltip>Cloud SQL for MySQL</span></a></li><li class="devsite-nav-item"><a href="/sql/docs/postgres" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /sql/docs/postgres" track-type="bookNav" track-name="click" track-metadata-eventdetail="/sql/docs/postgres" ><span class="devsite-nav-text" tooltip>Cloud SQL for PostgreSQL</span></a></li><li class="devsite-nav-item"><a href="/sql/docs/sqlserver" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /sql/docs/sqlserver" track-type="bookNav" track-name="click" track-metadata-eventdetail="/sql/docs/sqlserver" ><span class="devsite-nav-text" tooltip>Cloud SQL for SQL Server</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/database-migration/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /database-migration/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/database-migration/docs" ><span class="devsite-nav-text" tooltip>Database Migration Service</span></a></li><li class="devsite-nav-item"><a href="/database-migration/docs/mysql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /database-migration/docs/mysql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/database-migration/docs/mysql" ><span class="devsite-nav-text" tooltip>Database Migration Service for MySQL</span></a></li><li class="devsite-nav-item"><a href="/database-migration/docs/postgres" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /database-migration/docs/postgres" track-type="bookNav" track-name="click" track-metadata-eventdetail="/database-migration/docs/postgres" ><span class="devsite-nav-text" tooltip>Database Migration Service for Postgres</span></a></li><li class="devsite-nav-item"><a href="/database-migration/docs/oracle-to-alloydb" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /database-migration/docs/oracle-to-alloydb" track-type="bookNav" track-name="click" track-metadata-eventdetail="/database-migration/docs/oracle-to-alloydb" ><span class="devsite-nav-text" tooltip>Database Migration Service for Oracle to AlloyDB for PostgreSQL</span></a></li><li class="devsite-nav-item"><a href="/database-migration/docs/oracle-to-postgresql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /database-migration/docs/oracle-to-postgresql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/database-migration/docs/oracle-to-postgresql" ><span class="devsite-nav-text" tooltip>Database Migration Service for Oracle to PostgreSQL</span></a></li><li class="devsite-nav-item"><a href="/database-migration/docs/postgresql-to-alloydb" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /database-migration/docs/postgresql-to-alloydb" track-type="bookNav" track-name="click" track-metadata-eventdetail="/database-migration/docs/postgresql-to-alloydb" ><span class="devsite-nav-text" tooltip>Database Migration Service for PostgreSQL to AlloyDB</span></a></li><li class="devsite-nav-item"><a href="/docs/databases#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/databases#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/databases#expandable-3" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Fleet Management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/database-center/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /database-center/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/database-center/docs" ><span class="devsite-nav-text" tooltip>Database Center</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Distributed, hybrid, and multicloud</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/dhm-cloud" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/dhm-cloud" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/dhm-cloud" ><span class="devsite-nav-text" tooltip>Overview of distributed, hybrid, and multicloud</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Distributed cloud</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/distributed-cloud/hosted/docs/latest/gdch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /distributed-cloud/hosted/docs/latest/gdch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/distributed-cloud/hosted/docs/latest/gdch" ><span class="devsite-nav-text" tooltip>Google Distributed Cloud air-gapped</span></a></li><li class="devsite-nav-item"><a href="/distributed-cloud/edge/latest/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /distributed-cloud/edge/latest/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/distributed-cloud/edge/latest/docs" alt-paths=" /distributed-cloud/edge/1.5.1/docs /distributed-cloud/edge/1.6.0/docs "><span class="devsite-nav-text" tooltip>Google Distributed Cloud connected</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/distributed-cloud/bare-metal/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/distributed-cloud/bare-metal/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/distributed-cloud/bare-metal/docs" alt-paths=" /anthos/clusters/docs/bare-metal/1.10 /anthos/clusters/docs/bare-metal/1.11 /anthos/clusters/docs/bare-metal/1.12 /anthos/clusters/docs/bare-metal/1.13 /anthos/clusters/docs/bare-metal/1.14 /anthos/clusters/docs/bare-metal/1.15 /anthos/clusters/docs/bare-metal/1.16 /anthos/clusters/docs/bare-metal/1.8 /anthos/clusters/docs/bare-metal/1.9 "><span class="devsite-nav-text" tooltip>Google Distributed Cloud software for bare metal</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/distributed-cloud/vmware/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/distributed-cloud/vmware/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/distributed-cloud/vmware/docs" alt-paths=" /anthos/clusters/docs/on-prem/1.10 /anthos/clusters/docs/on-prem/1.11 /anthos/clusters/docs/on-prem/1.12 /anthos/clusters/docs/on-prem/1.13 /anthos/clusters/docs/on-prem/1.14 /anthos/clusters/docs/on-prem/1.15 /anthos/clusters/docs/on-prem/1.16 /anthos/clusters/docs/on-prem/1.8 "><span class="devsite-nav-text" tooltip>Google Distributed Cloud software for VMware</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Multicloud</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/kubernetes-engine/multi-cloud/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/multi-cloud/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/multi-cloud/docs" ><span class="devsite-nav-text" tooltip>GKE Multi-Cloud</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/multi-cloud/docs/attached" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/multi-cloud/docs/attached" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/multi-cloud/docs/attached" ><span class="devsite-nav-text" tooltip>GKE Attached Clusters</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/multi-cloud/docs/aws" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/multi-cloud/docs/aws" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/multi-cloud/docs/aws" ><span class="devsite-nav-text" tooltip>GKE on AWS</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/multi-cloud/docs/azure" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/multi-cloud/docs/azure" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/multi-cloud/docs/azure" ><span class="devsite-nav-text" tooltip>GKE on Azure</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/enterprise/knative-serving/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/enterprise/knative-serving/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/enterprise/knative-serving/docs" alt-paths=" /anthos/run/archive/docs /anthos/run/docs "><span class="devsite-nav-text" tooltip>Knative serving</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Fleet management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/dhm-cloud#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/dhm-cloud#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/dhm-cloud#expandable-3" ><span class="devsite-nav-text" tooltip>See product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related products</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/kubernetes-engine/enterprise/config-controller/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/enterprise/config-controller/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/enterprise/config-controller/docs" ><span class="devsite-nav-text" tooltip>Config Controller</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/enterprise/config-sync/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/enterprise/config-sync/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/enterprise/config-sync/docs" ><span class="devsite-nav-text" tooltip>Config Sync</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/enterprise/policy-controller/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/enterprise/policy-controller/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/enterprise/policy-controller/docs" ><span class="devsite-nav-text" tooltip>Policy Controller</span></a></li><li class="devsite-nav-item"><a href="/service-directory/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /service-directory/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/service-directory/docs" ><span class="devsite-nav-text" tooltip>Service Directory</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Industry solutions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/industry" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/industry" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/industry" alt-paths=" /payment-gateway/docs /media-asset/docs /payment-gateway/acquirer-switch/docs /wireless-propagation/docs /telecom-data-fabric/docs /industrial-adaptive-controls/docs /payment-gateway/issuer-switch/docs /payment-gateway/payment-operations-center/docs "><span class="devsite-nav-text" tooltip>Overview of industry solutions</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Financial services</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/financial-services/anti-money-laundering/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /financial-services/anti-money-laundering/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/financial-services/anti-money-laundering/docs" ><span class="devsite-nav-text" tooltip>Anti Money Laundering AI</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Healthcare</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/healthcare-api/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /healthcare-api/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/healthcare-api/docs" ><span class="devsite-nav-text" tooltip>Cloud Healthcare API</span></a></li><li class="devsite-nav-item"><a href="/healthcare" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /healthcare" track-type="bookNav" track-name="click" track-metadata-eventdetail="/healthcare" ><span class="devsite-nav-text" tooltip>Healthcare Data Engine</span></a></li><li class="devsite-nav-item"><a href="/healthcare-api/docs/concepts/nlp" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /healthcare-api/docs/concepts/nlp" track-type="bookNav" track-name="click" track-metadata-eventdetail="/healthcare-api/docs/concepts/nlp" ><span class="devsite-nav-text" tooltip>Healthcare Natural Language API</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="Book nav link, pathname: /solutions/healthcare-life-sciences" track-type="bookNav" track-name="click" track-metadata-eventdetail="/solutions/healthcare-life-sciences" ><span class="devsite-nav-text" tooltip>Healthcare solutions</span></a></li><li class="devsite-nav-item"><a href="/life-sciences/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /life-sciences/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/life-sciences/docs" ><span class="devsite-nav-text" tooltip>Cloud Life Sciences (Deprecated)</span></a></li><li class="devsite-nav-item"><a href="/docs/industry#expandable-2" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/industry#expandable-2" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/industry#expandable-2" ><span class="devsite-nav-text" tooltip>See additional product on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Media and entertainment</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/industry#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/industry#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/industry#expandable-3" ><span class="devsite-nav-text" tooltip>See products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Retail</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/retail/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /retail/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/retail/docs" ><span class="devsite-nav-text" tooltip>Vertex AI Search for retail</span></a></li><li class="devsite-nav-item"><a href="/vision/product-search/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vision/product-search/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vision/product-search/docs" ><span class="devsite-nav-text" tooltip>Vision API Product Search</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transport fleet, career, and telecom</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/optimization/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /optimization/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/optimization/docs" ><span class="devsite-nav-text" tooltip>Optimization AI</span></a></li><li class="devsite-nav-item"><a href="/talent-solution/job-search/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /talent-solution/job-search/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/talent-solution/job-search/docs" ><span class="devsite-nav-text" tooltip>Cloud Talent Solution</span></a></li><li class="devsite-nav-item"><a href="/telecom-subscriber-insights/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /telecom-subscriber-insights/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/telecom-subscriber-insights/docs" ><span class="devsite-nav-text" tooltip>Telecom Subscriber Insights</span></a></li><li class="devsite-nav-item"><a href="/telecom-network-automation/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /telecom-network-automation/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/telecom-network-automation/docs" ><span class="devsite-nav-text" tooltip>Telecom Network Automation</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Networking</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/networking" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/networking" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/networking" alt-paths=" /network-integration-service/docs "><span class="devsite-nav-text" tooltip>Overview of networking</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Connectivity</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Core networking</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vpc/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vpc/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vpc/docs" ><span class="devsite-nav-text" tooltip>Virtual Private Cloud (VPC)</span></a></li><li class="devsite-nav-item"><a href="/vpc/docs/private-service-connect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vpc/docs/private-service-connect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vpc/docs/private-service-connect" ><span class="devsite-nav-text" tooltip>Private Service Connect</span></a></li><li class="devsite-nav-item"><a href="/nat/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /nat/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/nat/docs" ><span class="devsite-nav-text" tooltip>Cloud NAT</span></a></li><li class="devsite-nav-item"><a href="/network-tiers/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-tiers/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-tiers/docs" ><span class="devsite-nav-text" tooltip>Network Service Tiers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Hybrid networking</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/network-connectivity/docs/network-connectivity-center" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-connectivity/docs/network-connectivity-center" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-connectivity/docs/network-connectivity-center" ><span class="devsite-nav-text" tooltip>Network Connectivity Center</span></a></li><li class="devsite-nav-item"><a href="/network-connectivity/docs/vpn" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-connectivity/docs/vpn" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-connectivity/docs/vpn" ><span class="devsite-nav-text" tooltip>Cloud VPN</span></a></li><li class="devsite-nav-item"><a href="/network-connectivity/docs/interconnect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-connectivity/docs/interconnect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-connectivity/docs/interconnect" ><span class="devsite-nav-text" tooltip>Cloud Interconnect</span></a></li><li class="devsite-nav-item"><a href="/network-connectivity/docs/router" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-connectivity/docs/router" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-connectivity/docs/router" ><span class="devsite-nav-text" tooltip>Cloud Router</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Scalability</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Core services</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/dns/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /dns/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/dns/docs" ><span class="devsite-nav-text" tooltip>Cloud DNS</span></a></li><li class="devsite-nav-item"><a href="/load-balancing/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /load-balancing/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/load-balancing/docs" ><span class="devsite-nav-text" tooltip>Cloud Load Balancing</span></a></li><li class="devsite-nav-item"><a href="/service-extensions/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /service-extensions/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/service-extensions/docs" ><span class="devsite-nav-text" tooltip>Service Extensions</span></a></li><li class="devsite-nav-item"><a href="/domains/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /domains/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/domains/docs" ><span class="devsite-nav-text" tooltip>Cloud Domains</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>CDN</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/media-cdn/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /media-cdn/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/media-cdn/docs" ><span class="devsite-nav-text" tooltip>Media CDN</span></a></li><li class="devsite-nav-item"><a href="/cdn/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /cdn/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/cdn/docs" ><span class="devsite-nav-text" tooltip>Cloud CDN</span></a></li><li class="devsite-nav-item"><a href="/network-connectivity/docs/cdn-interconnect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-connectivity/docs/cdn-interconnect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-connectivity/docs/cdn-interconnect" ><span class="devsite-nav-text" tooltip>CDN Interconnect</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Networking security</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Connection and traffic security</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/firewall/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /firewall/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/firewall/docs" ><span class="devsite-nav-text" tooltip>Cloud Firewall</span></a></li><li class="devsite-nav-item"><a href="/network-security-integration/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-security-integration/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-security-integration/docs" ><span class="devsite-nav-text" tooltip>Network Security Integration</span></a></li><li class="devsite-nav-item"><a href="/secure-web-proxy/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /secure-web-proxy/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/secure-web-proxy/docs" ><span class="devsite-nav-text" tooltip>Secure Web Proxy</span></a></li><li class="devsite-nav-item"><a href="/vpc-service-controls/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vpc-service-controls/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vpc-service-controls/docs" ><span class="devsite-nav-text" tooltip>VPC Service Controls</span></a></li><li class="devsite-nav-item"><a href="/docs/networking#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/networking#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/networking#expandable-3" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Threat prevention and detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/armor/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /armor/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/armor/docs" ><span class="devsite-nav-text" tooltip>Cloud Armor</span></a></li><li class="devsite-nav-item"><a href="/intrusion-detection-system/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /intrusion-detection-system/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/intrusion-detection-system/docs" ><span class="devsite-nav-text" tooltip>Cloud IDS</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Networking observability</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/network-intelligence-center/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /network-intelligence-center/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/network-intelligence-center/docs" ><span class="devsite-nav-text" tooltip>Network Intelligence Center</span></a></li><li class="devsite-nav-item"><a href="/vpc/docs/flow-logs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vpc/docs/flow-logs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vpc/docs/flow-logs" ><span class="devsite-nav-text" tooltip>VPC Flow Logs</span></a></li><li class="devsite-nav-item"><a href="/firewall/docs/firewall-rules-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /firewall/docs/firewall-rules-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/firewall/docs/firewall-rules-logging" ><span class="devsite-nav-text" tooltip>Firewall Rules Logging</span></a></li><li class="devsite-nav-item"><a href="/vpc/docs/packet-mirroring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vpc/docs/packet-mirroring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vpc/docs/packet-mirroring" ><span class="devsite-nav-text" tooltip>Packet Mirroring</span></a></li><li class="devsite-nav-item"><a href="/docs/networking#expandable-4" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/networking#expandable-4" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/networking#expandable-4" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related product</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/service-mesh/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /service-mesh/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/service-mesh/docs" alt-paths=" /service-mesh/v1.10/docs /service-mesh/v1.11/docs /service-mesh/v1.12/docs /service-mesh/v1.13/docs /service-mesh/v1.14/docs /service-mesh/v1.15/docs /service-mesh/v1.16/docs /service-mesh/v1.17/docs /service-mesh/v1.18/docs /service-mesh/v1.19/docs /service-mesh/v1.7/docs /service-mesh/v1.8/docs /service-mesh/v1.9/docs "><span class="devsite-nav-text" tooltip>Cloud Service Mesh</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Observability and monitoring</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/observability" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/observability" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/observability" ><span class="devsite-nav-text" tooltip>Overview of observabililty and monitoring</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Observability and monitoring</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/stackdriver/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /stackdriver/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/stackdriver/docs" ><span class="devsite-nav-text" tooltip>Google Cloud Observability</span></a></li><li class="devsite-nav-item"><a href="/logging/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /logging/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/logging/docs" ><span class="devsite-nav-text" tooltip>Cloud Logging</span></a></li><li class="devsite-nav-item"><a href="/monitoring/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /monitoring/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/monitoring/docs" ><span class="devsite-nav-text" tooltip>Cloud Monitoring</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="Book nav link, pathname: /trace/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/trace/docs" ><span class="devsite-nav-text" tooltip>Cloud Trace</span></a></li><li class="devsite-nav-item"><a href="/error-reporting/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /error-reporting/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/error-reporting/docs" ><span class="devsite-nav-text" tooltip>Error Reporting</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Observability optimization</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/profiler/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /profiler/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/profiler/docs" ><span class="devsite-nav-text" tooltip>Cloud Profiler</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Security</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/security" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/security" ><span class="devsite-nav-text" tooltip>Overview of security</span></a></li><li class="devsite-nav-item"><a href="/docs/security/overview/whitepaper" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/security/overview/whitepaper" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/security/overview/whitepaper" ><span class="devsite-nav-text" tooltip>General security guides</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Security operations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/advisory-notifications/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /advisory-notifications/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/advisory-notifications/docs" ><span class="devsite-nav-text" tooltip>Advisory Notifications</span></a></li><li class="devsite-nav-item"><a href="/chronicle/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /chronicle/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/chronicle/docs" alt-paths=" /chronicle/docs/siem /chronicle/docs/soar "><span class="devsite-nav-text" tooltip>Google Security Operations</span></a></li><li class="devsite-nav-item"><a href="/security-command-center/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /security-command-center/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/security-command-center/docs" ><span class="devsite-nav-text" tooltip>Security Command Center</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Access management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/policy-intelligence/docs/role-recommendations-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /policy-intelligence/docs/role-recommendations-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/policy-intelligence/docs/role-recommendations-overview" ><span class="devsite-nav-text" tooltip>Identity and Access Management (IAM) Recommender</span></a></li><li class="devsite-nav-item"><a href="/certificate-authority-service/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /certificate-authority-service/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/certificate-authority-service/docs" ><span class="devsite-nav-text" tooltip>Certificate Authority Service</span></a></li><li class="devsite-nav-item"><a href="/iam/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /iam/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/iam/docs" ><span class="devsite-nav-text" tooltip>Identity and Access Management (IAM)</span></a></li><li class="devsite-nav-item"><a href="/access-context-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /access-context-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/access-context-manager/docs" ><span class="devsite-nav-text" tooltip>Access Context Manager</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Application security</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/binary-authorization/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /binary-authorization/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/binary-authorization/docs" ><span class="devsite-nav-text" tooltip>Binary Authorization</span></a></li><li class="devsite-nav-item"><a href="/certificate-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /certificate-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/certificate-manager/docs" ><span class="devsite-nav-text" tooltip>Certificate Manager</span></a></li><li class="devsite-nav-item"><a href="/recaptcha/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /recaptcha/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/recaptcha/docs" ><span class="devsite-nav-text" tooltip>reCAPTCHA</span></a></li><li class="devsite-nav-item"><a href="/iap/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /iap/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/iap/docs" ><span class="devsite-nav-text" tooltip>Identity-Aware Proxy</span></a></li><li class="devsite-nav-item"><a href="/secure-web-proxy/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /secure-web-proxy/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/secure-web-proxy/docs" ><span class="devsite-nav-text" tooltip>Secure Web Proxy</span></a></li><li class="devsite-nav-item"><a href="/web-risk/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /web-risk/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/web-risk/docs" ><span class="devsite-nav-text" tooltip>Web Risk</span></a></li><li class="devsite-nav-item"><a href="/docs/security#expandable-3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/security#expandable-3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/security#expandable-3" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Auditing, monitoring, and logging</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/assured-workloads/access-transparency/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /assured-workloads/access-transparency/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/assured-workloads/access-transparency/docs" ><span class="devsite-nav-text" tooltip>Access Transparency</span></a></li><li class="devsite-nav-item"><a href="/logging/docs/audit" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /logging/docs/audit" track-type="bookNav" track-name="click" track-metadata-eventdetail="/logging/docs/audit" ><span class="devsite-nav-text" tooltip>Cloud Audit Logs</span></a></li><li class="devsite-nav-item"><a href="/assured-workloads/cloud-provider-access-management/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /assured-workloads/cloud-provider-access-management/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/assured-workloads/cloud-provider-access-management/docs" ><span class="devsite-nav-text" tooltip>Cloud provider access management</span></a></li><li class="devsite-nav-item"><a href="/service-health/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /service-health/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/service-health/docs" ><span class="devsite-nav-text" tooltip>Personalized Service Health</span></a></li><li class="devsite-nav-item"><a href="/endpoint-verification/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /endpoint-verification/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/endpoint-verification/docs" ><span class="devsite-nav-text" tooltip>Endpoint Verification</span></a></li><li class="devsite-nav-item"><a href="/unified-maintenance/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /unified-maintenance/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/unified-maintenance/docs" ><span class="devsite-nav-text" tooltip>Unified Maintenance</span></a></li><li class="devsite-nav-item"><a href="/docs/security#expandable-4" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/security#expandable-4" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/security#expandable-4" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Cloud governance</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/assured-workloads/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /assured-workloads/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/assured-workloads/docs" ><span class="devsite-nav-text" tooltip>Assured Workloads</span></a></li><li class="devsite-nav-item"><a href="/asset-inventory/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /asset-inventory/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/asset-inventory/docs" ><span class="devsite-nav-text" tooltip>Cloud Asset Inventory</span></a></li><li class="devsite-nav-item"><a href="/resource-manager/docs/organization-policy/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /resource-manager/docs/organization-policy/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/resource-manager/docs/organization-policy/overview" ><span class="devsite-nav-text" tooltip>Organization Policy Service</span></a></li><li class="devsite-nav-item"><a href="/policy-intelligence/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /policy-intelligence/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/policy-intelligence/docs" ><span class="devsite-nav-text" tooltip>Policy Intelligence</span></a></li><li class="devsite-nav-item"><a href="/resource-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /resource-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/resource-manager/docs" ><span class="devsite-nav-text" tooltip>Resource Manager</span></a></li><li class="devsite-nav-item"><a href="/risk-protection-program" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /risk-protection-program" track-type="bookNav" track-name="click" track-metadata-eventdetail="/risk-protection-program" ><span class="devsite-nav-text" tooltip>Risk Manager / Risk Protection Program</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data security</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/kms/docs/ekm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kms/docs/ekm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kms/docs/ekm" ><span class="devsite-nav-text" tooltip>Cloud External Key Manager</span></a></li><li class="devsite-nav-item"><a href="/kms/docs/hsm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kms/docs/hsm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kms/docs/hsm" ><span class="devsite-nav-text" tooltip>Cloud HSM</span></a></li><li class="devsite-nav-item"><a href="/kms/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kms/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kms/docs" ><span class="devsite-nav-text" tooltip>Cloud Key Management Service</span></a></li><li class="devsite-nav-item"><a href="/confidential-computing/confidential-vm/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /confidential-computing/confidential-vm/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/confidential-computing/confidential-vm/docs" ><span class="devsite-nav-text" tooltip>Confidential Computing</span></a></li><li class="devsite-nav-item"><a href="/secret-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /secret-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/secret-manager/docs" ><span class="devsite-nav-text" tooltip>Secret Manager</span></a></li><li class="devsite-nav-item"><a href="/sensitive-data-protection/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /sensitive-data-protection/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/sensitive-data-protection/docs" ><span class="devsite-nav-text" tooltip>Sensitive Data Protection</span></a></li><li class="devsite-nav-item"><a href="/docs/security#expandable-6" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/security#expandable-6" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/security#expandable-6" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Network security</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/beyondcorp-enterprise/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /beyondcorp-enterprise/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/beyondcorp-enterprise/docs" ><span class="devsite-nav-text" tooltip>Chrome Enterprise Premium</span></a></li><li class="devsite-nav-item"><a href="/spectrum-access-system/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /spectrum-access-system/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/spectrum-access-system/docs" ><span class="devsite-nav-text" tooltip>Spectrum Access System</span></a></li><li class="devsite-nav-item"><a href="/docs/security#expandable-7" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/security#expandable-7" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/security#expandable-7" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Selected related products</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/sovereign-controls-by-partners/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /sovereign-controls-by-partners/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/sovereign-controls-by-partners/docs" ><span class="devsite-nav-text" tooltip>Sovereign Controls by Partners</span></a></li><li class="devsite-nav-item"><a href="/t-systems-sovereign-cloud/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /t-systems-sovereign-cloud/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/t-systems-sovereign-cloud/docs" ><span class="devsite-nav-text" tooltip>T-Systems Sovereign Cloud</span></a></li><li class="devsite-nav-item"><a href="/assured-open-source-software/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /assured-open-source-software/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/assured-open-source-software/docs" ><span class="devsite-nav-text" tooltip>Assured Open Source Software</span></a></li><li class="devsite-nav-item"><a href="/risk-manager/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /risk-manager/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/risk-manager/docs" ><span class="devsite-nav-text" tooltip>Risk Manager</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Storage</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/docs/storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/storage" ><span class="devsite-nav-text" tooltip>Overview of storage</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Backing up your data resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/backup-disaster-recovery/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /backup-disaster-recovery/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/backup-disaster-recovery/docs" ><span class="devsite-nav-text" tooltip>Backup and DR Service</span></a></li><li class="devsite-nav-item"><a href="/kubernetes-engine/docs/add-on/backup-for-gke" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /kubernetes-engine/docs/add-on/backup-for-gke" track-type="bookNav" track-name="click" track-metadata-eventdetail="/kubernetes-engine/docs/add-on/backup-for-gke" ><span class="devsite-nav-text" tooltip>Backup for GKE</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Storage solutions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/storage/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /storage/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/storage/docs" ><span class="devsite-nav-text" tooltip>Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/filestore/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /filestore/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/filestore/docs" ><span class="devsite-nav-text" tooltip>Filestore</span></a></li><li class="devsite-nav-item"><a href="/netapp/volumes/docs/discover/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /netapp/volumes/docs/discover/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/netapp/volumes/docs/discover/overview" ><span class="devsite-nav-text" tooltip>NetApp Volumes</span></a></li><li class="devsite-nav-item"><a href="/docs/storage#expandable-2" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/storage#expandable-2" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/storage#expandable-2" ><span class="devsite-nav-text" tooltip>See additional products on overview page</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Data transfer</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/storage-transfer/docs/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /storage-transfer/docs/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/storage-transfer/docs/overview" ><span class="devsite-nav-text" tooltip>Storage Transfer Service</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="Book nav link, pathname: /transfer-appliance/docs/4.0/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/transfer-appliance/docs/4.0/overview" ><span class="devsite-nav-text" tooltip>Transfer Appliance</span></a></li></ul></div></li></ul></div></li> </ul> <ul class="devsite-nav-list" menu="Technology areas" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/docs/ai-ml" 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="/docs/application-development" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application development" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application development </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/application-hosting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application hosting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application hosting </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/compute-area" 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="/docs/data" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data analytics and pipelines" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data analytics and pipelines </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/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="/docs/dhm-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Distributed, hybrid, and multicloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Distributed, hybrid, and multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/generative-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Generative AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Generative AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/industry" 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="/docs/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="/docs/observability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Observability and monitoring" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Observability and monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/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="/docs/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> </ul> <ul class="devsite-nav-list" menu="Cross-product tools" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/docs/access-resources" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Access and resources management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Access and resources management </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/costs-usage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Costs and usage management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Costs and usage management </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/devtools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud SDK, languages, frameworks, and tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud SDK, languages, frameworks, and tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/iac" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Infrastructure as code" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Infrastructure as code </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/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> </ul> <ul class="devsite-nav-list" menu="Related sites" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Home" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Home </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: Free Trial and Free Tier" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Free Trial and Free Tier </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: Architecture Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Architecture Center </span> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/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="/contact" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Sales" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Contact Sales </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: Google Cloud Developer Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Developer Center </span> </a> </li> <li class="devsite-nav-item"> <a href="https://developers.google.com/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Developer Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Developer Center </span> </a> </li> <li class="devsite-nav-item"> <a href="https://console.cloud.google.com/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="/marketplace/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Marketplace Documentation" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Marketplace Documentation </span> </a> </li> <li class="devsite-nav-item"> <a href="https://www.cloudskillsboost.google/paths" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Skills Boost" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Skills Boost </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: Google Cloud Solution Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Solution Center </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="Responsive Tab: Google Cloud Support" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Support </span> </a> </li> <li class="devsite-nav-item"> <a href="https://www.youtube.com/@googlecloudtech" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Tech Youtube Channel" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Tech Youtube Channel </span> </a> </li> </ul> </div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" class="devsite-main-content" has-book-nav has-sidebar > <div class="devsite-sidebar"> <div class="devsite-sidebar-content"> <devsite-toc class="devsite-nav" role="navigation" aria-label="On this page" depth="2" scrollbars ></devsite-toc> <devsite-recommendations-sidebar class="nocontent devsite-nav"> </devsite-recommendations-sidebar> </div> </div> <devsite-content> <article class="devsite-article"><style> /* Styles inlined from /docs/index.css */ .docs-banner-image { border-bottom: 1px solid #dadce0; } .devsite-filter-input, devsite-filter input[type=text] { border-radius: 10px; height: 48px; max-width: 700px; padding: 10px 42px; } li[no-matches]{ display: none; } .list:not(.getting-started-list) { list-style: none; padding: 0 10px 15px; } .list .heading-container .cloud-copy__icon-content--small { padding-top: 2px; } .devs-filter { margin: 0 auto; max-width: 700px; position: relative; } .devs-filter .icon { left: 13px; position: absolute; top: 13px; } .cloud-product-heading { margin: 38px 0 0 0; grid-column: 1 / 4; width: 100%; } #cloud-site .cloud-product-heading:first-of-type { border: none; margin: 0; padding: 0; } .heading-container { display: flex; } .cloud-card-standard__buttons .cloud-button:not(:last-child) { margin: 4px 8px 0 0; } .cards-container { display: grid; gap: .8rem; grid-template-columns: repeat(auto-fill, minmax(250px, 1fr)); } .cloud-docs-body main { background: var(--tenant-background-1); } .homepage-hero:not(.getting-started-hero) { background: url( /docs/images/cloud-docs-hero-image.png) no-repeat top right / 36% auto, rgba(230,244,234,1); background: url( /docs/images/cloud-docs-hero-image.png) no-repeat top right / 36% auto, linear-gradient(90deg, rgba(232,240,254,1) 0%, rgba(230,244,234,1) 100%); } .homepage-hero { padding: 0; margin-bottom: 18px; } .category-hero { background: url( /docs/images/category.png) no-repeat top right / 46% auto, rgba(230,244,234,1); background: url( /docs/images/category.png) no-repeat top right / 46% auto, linear-gradient(90deg, rgba(232,240,254,1) 0%, rgba(230,244,234,1) 100%); padding: 0; margin-bottom: 18px; } .product-hero { background: url( /docs/images/product.png) no-repeat top right / 46% auto, rgba(230,244,234,1); background: url( /docs/images/product.png) no-repeat top right / 46% auto, linear-gradient(90deg, rgba(232,240,254,1) 0%, rgba(230,244,234,1) 100%); padding: 0; margin-bottom: 18px; } [appearance='dark'] .homepage-hero:not(.getting-started-hero) { background: url( /docs/images/cloud-docs-hero-image.png) no-repeat top right / 36% auto, #5bb974; background: url( /docs/images/cloud-docs-hero-image.png) no-repeat top right / 36% auto, linear-gradient(90deg, #669df6 0%, #5bb974 100%); } [appearance='dark'] .category-hero { background: url( /docs/images/category.png) no-repeat top right / 46% auto, #5bb974; background: url( /docs/images/category.png) no-repeat top right / 46% auto, linear-gradient(90deg, #669df6 0%, #5bb974 100%); } [appearance='dark'] .product-hero { background: url( /docs/images/product.png) no-repeat top right / 46% auto, #5bb974; background: url( /docs/images/product.png) no-repeat top right / 46% auto, linear-gradient(90deg, #669df6 0%, #5bb974 100%); } @media (prefers-color-scheme: dark) { [appearance='dark'] .homepage-hero:not(.getting-started-hero) { background: url( /docs/images/cloud-docs-hero-image.png) no-repeat top right / 36% auto, #5bb974; background: url( /docs/images/cloud-docs-hero-image.png) no-repeat top right / 36% auto, linear-gradient(90deg, #669df6 0%, #5bb974 100%); } [appearance='dark'] .category-hero { background: url( /docs/images/category.png) no-repeat top right / 46% auto, #5bb974; background: url( /docs/images/category.png) no-repeat top right / 46% auto, linear-gradient(90deg, #669df6 0%, #5bb974 100%); } [appearance='dark'] .product-hero { background: url( /docs/images/product.png) no-repeat top right / 46% auto, #5bb974; background: url( /docs/images/product.png) no-repeat top right / 46% auto, linear-gradient(90deg, #669df6 0%, #5bb974 100%); } } .docs-hero .devsite-landing-row-item-description { padding-block: 40px !important; } .docs-hero .devsite-landing-row-item-description, .docs-hero .devsite-landing-row-item-body { display: flex; justify-content: center; } .docs-hero h3 { font: 700 32px 'Google Sans'; margin-bottom: 16px; overflow: visible; } .docs-hero h3 + div { color: #5f6368; font: 400 16px 'Google Sans'; } .docs-card-list, .docs-spotlight-card-list { padding-bottom: 18px; } .docs-card-list > div > div, .docs-spotlight-card-list > div > div { margin-top: 12px !important; } .docs-card-list h2 > span, .docs-spotlight-card-list h2 > span { font: 700 24px 'Google Sans'; } .docs-card-list h2 + div { color: var(--tenant-secondary-text-color) !important; font: 400 16px 'Roboto'; margin-top: 6px; } .docs-card { background: var(--tenant-background-1); border: var(--tenant-primary-border); border-radius: 12px; height: 100%; padding: 12px; } .docs-spotlight-card-list .docs-card { padding: 0 0 40px 0; border: none; background: unset; } .docs-card:hover h3 { text-decoration: underline; } .docs-card h3 { font: 500 18px 'Google Sans'; margin-bottom: 10px; } .docs-card .devsite-landing-row-item-description-content { color: var(--tenant-secondary-text-color); font: 400 14px 'Roboto'; } .docs-spotlight-card-list .devsite-landing-row-item:first-of-type { background: #e8f0fe; } .docs-spotlight-card-list .devsite-landing-row-item:nth-of-type(2) { background: #e6f4ea; } [appearance='dark'] .docs-spotlight-card-list .devsite-landing-row-item:first-of-type { background: #669df6; } @media (prefers-color-scheme: dark) { [appearance='dark'] .docs-spotlight-card-list .devsite-landing-row-item:first-of-type { background: #669df6; } } [appearance='dark'] .docs-spotlight-card-list .devsite-landing-row-item:nth-of-type(2) { background: #5bb974; } @media (prefers-color-scheme: dark) { [appearance='dark'] .docs-spotlight-card-list .devsite-landing-row-item:nth-of-type(2) { background: #5bb974; } } .docs-spotlight-card-list .devsite-landing-row-item-labels span { color: var(--tenant-secondary-text-color); font: 500 16px 'Google Sans'; text-transform: none; } .docs-spotlight-card-list h3 a { font: 500 18px 'Google Sans'; color: #202124; pointer-events: none; } .docs-spotlight-card-list h3 + div { font: 400 14px 'Roboto'; } .docs-card-language-list .docs-card { width: 100%; padding: 12px; display: flex; align-items: center; } .docs-card-language-list .devsite-landing-row-item-body { justify-content: center; } .docs-card-language-list img { max-width: 40px; max-height: 40px; } .docs-card-language-list .docs-card h3 { margin-bottom: 0; } .docs-card-language-list .devsite-landing-row-item { flex-direction: row; gap: 8px; } .docs-card-language-list .devsite-landing-row-item-description { margin-top: 0; } .docs-technology-areas-section { background: var(--tenant-background-2) !important; padding-top: 18px !important; } /* Category page styling */ .docs-category-page main, .docs-product-page main { background: var(--tenant-background-1); } .docs-category-page article, .docs-product-page article { padding: 0 !important; } .docs-category-page .devsite-article-body, .docs-product-page .devsite-article-body { margin-top: 0 !important; } .docs-category-page .devsite-banner, .docs-product-page .devsite-banner { margin: 0 !important; } .docs-category-page .devsite-article-meta[role="navigation"], .docs-product-page .devsite-article-meta[role="navigation"] { display: none; } .docs-category-page h3 button, .docs-product-page h3 button { display: none; } .category-section-heading span, .product-section-heading span { font: 700 24px 'Google Sans'; } .category-section devsite-pagination { margin-top: 32px; } .category-expandable .category-section-description { margin-bottom: 24px; } .category-section-description, .product-section-description { font: 400 18px 'Roboto'; color: var(--tenant-primary-text-color); margin-top: 8px; } .category-section-card-title { font: 400 18px 'Google Sans'; } .category-section-card-description { font: 400 14px 'Roboto'; color: var(--tenant-primary-text-color); } .category-section-card-icon:hover { color: #1a73e8; } .category-section-card-custom-icon:hover { filter: invert(39%) sepia(100%) saturate(3258%) hue-rotate(202deg) brightness(93%) contrast(95%); } .category-section-card-custom-icon { width: 40px; } .category-expandable devsite-expandable { border: var(--tenant-primary-border); border-radius: 8px; margin-bottom: 24px; } .category-expandable .expandable-header { align-items: center; display: flex; justify-content: space-between; margin: 24px 0 0 20px !important; color: var(--tenant-primary-text-color); font: 700 24px 'Google Sans'; } .category-expandable .expandable-section-header { font: 700 24px 'Google Sans'; margin: 20px 0 0 20px !important; } .category-expandable:not(.getting-started-expandable) .expandable-header::before { content: none !important; } .category-expandable .expandable-header::after { content: 'expand_more'; font: 400 36px 'Material Icons'; color: #1a73e8; } [appearance='dark'] .category-expandable .expandable-header::after { color: #8ab4f8; } @media (prefers-color-scheme: dark) { [appearance='dark'] .category-expandable .expandable-header::after { color: #8ab4f8; } } .category-expandable devsite-expandable[expanded] .expandable-header::after { content: 'expand_less'; } .category-expandable .expandable-description { margin: 18px 80px 20px 20px; color: var(--tenant-primary-text-color); font: 400 16px 'Roboto'; } .category-expandable devsite-expandable[expanded] .expandable-cards { display: grid !important; grid: auto-flow / repeat(auto-fill, minmax(220px, 1fr)); padding: 20px; } .expandable-card { display: block !important; } .docs-category-page .category-expandable .list { display: block; width: 100%; margin: 16px 0; } .category-expandable-search { max-width: 100% !important; padding: 20px !important; } .category-expandable-search + span:before { padding-top: 12px; } /* Product page styling */ .product-section-heading { font: 400 18px 'Google Sans' !important; } .product-section-card-heading { font: 400 18px 'Google Sans' !important; color: var(--tenant-primary-text-color); margin-bottom: 10px !important } .docs-product-page p { color: var(--tenant-primary-text-color); } /* .docs-product-page .devsite-banner { border-bottom: 1px solid #202124; } */ .filter-section-heading button { display: none; } .filter-section-heading, .filter-section-description { text-align: center; } .product-section-filter-card .more-info-container span { color: var(--tenant-secondary-text-color); font-size: 12px; margin-right: 12px; } .product-section-filter-card .more-info-container i { color: #fcca34; font-size: 14px; line-height: 1.7; } .product-section-filter-card .chips-container, .product-section-filter-card .more-info-container { margin-top: 8px; } .product-section-filter-card .chips-container > .chip { border: 1px solid #ccc; border-radius: 20px; display: inline-block; font: normal 14px/26px 'Roboto'; margin: 4px 2px 2px; padding: 2px 12px; } .product-section-cards .material-icons { color: #34a853; } .product-list-card-item { font: 400 14px 'Google Sans'; margin-inline: 0; } .product-list-card-item a p { color: #1a73e8 !important; font: 400 14px 'Google Sans'; } .product-filter-hidden-tag { display: none; } .product-filter-section { display: flex; align-items: center; justify-content: center; margin-block: 32px; gap: 16px; } .product-filter-section input { display: none; } .product-filter-section label { border: 1px solid var(--tenant-primary-text-color); border-radius: 100px; padding: 6px 16px; font: 500 18px 'Google Sans'; } .product-filter-section label:hover { background: #ceead6; } .product-filter-section label:focus, .product-filter-section label:active { background: #81c995; } .product-filter-section input:checked + label { background: #34a853; color: var(--tenant-inverted-text-color); } .product-filter-section input:checked + label:hover { background: #5bb974; } .product-filter-section input:checked + label:focus, .product-filter-section input:checked + label:active { background: #81c995; } .product-section-cards.list { width: 100%; margin-top: 32px; } .filter-label { border-radius: 4px; margin-bottom: 32px !important; padding: 4px 8px; background: #feeab4; } .cloud-docs-material-icon { font: 500 18px 'Material Icons'; margin-inline: 4px; vertical-align: middle; } @media screen and (max-width: 1238px) { .docs-card-list > div > div { grid-template-columns: 1fr 1fr 1fr; } } @media screen and (max-width: 1040px) { .docs-card-list > div > div { grid-template-columns: 1fr 1fr; } } @media screen and (min-width: 1024px) { .cards-container { gap: 28px; grid-template-columns: repeat(3, 300px); justify-content: center; } } @media screen and (min-width: 768px) { .list:not(.getting-started-list) { display: grid; grid-template-columns: repeat(3, minmax(0, 1fr)); width: 90%; margin: 0 auto; padding: 0; grid-gap: 28px 24px; } } @media screen and (max-width: 767px) { .docs-banner-image { background: none !important; } .docs-card-list .devsite-landing-row-item { display: flex !important; } } @media screen and (max-width: 800px) { .docs-hero:not(.getting-started-hero) { background: rgba(230,244,234,1); background: linear-gradient(90deg, rgba(232,240,254,1) 0%, rgba(230,244,234,1) 100%); } [appearance='dark'] .docs-hero:not(.getting-started-hero) { background: #5bb974; background: linear-gradient(90deg, #669df6 0%, #5bb974 100%); } @media (prefers-color-scheme: dark) { [appearance='dark'] .docs-hero:not(.getting-started-hero) { background: #5bb974; background: linear-gradient(90deg, #669df6 0%, rgba(230,244,234,1) 100%); } } } @media screen and (max-width: 415px) { .docs-card-list > div > div { grid-template-columns: 1fr; } } </style><style> /* Styles inlined from /docs/includes/info-freetrial-landing-pages-styles.css */ .docs-product-page .cloud-free-trial-option-b .free-trial-component { grid-template-areas: "description button"; grid-template-columns: 1fr auto; } .docs-product-page .cloud-free-trial-option-b .free-trial-component .button { grid-area: button; } .docs-product-page .cloud-free-trial-option-b .free-trial-component .free-trial-description { grid-area: description; } .cloud-free-trial-option-b .free-trial-component { align-items: center; background: linear-gradient(90deg, rgba(232,240,254,1) 0%, rgba(230,244,234,1) 100%); border-radius: 10px; display: grid; gap: 28px; grid: auto-flow / auto 1fr; padding: 14px 40px; } .cloud-free-trial-option-b .free-trial-description h4 { font: 500 18px 'Google Sans'; margin-bottom: 4px; } .cloud-free-trial-option-b .free-trial-description p { font: 400 14px 'Google Sans' !important; margin-bottom: 0; } [appearance='dark'] .cloud-free-trial-option-b .free-trial-component { background: linear-gradient(90deg, #669df6 0%, #5bb974 100%); } @media (prefers-color-scheme: dark) { [appearance='dark'] .cloud-free-trial-option-b .free-trial-component { background: linear-gradient(90deg, #669df6 0%, #5bb974 100%); } } @media screen and (max-width: 600px) { .cloud-free-trial-option-b .free-trial-component { display: flex; flex-direction: column-reverse; } } </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="" > 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/docs" 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="Documentation" > Documentation </a> </li> </ul> </div> <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> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-50 devsite-landing-row-no-image-background docs-hero category-hero" header-position="top"> <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom"> <div class="devsite-landing-row-item-media"> </div> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="hide-from-toc no-link" tabindex="-1" id="ai-and-ml-overview" data-text=" AI and ML overview "> AI and ML overview </h3> <div class="devsite-landing-row-item-description-content"> Leverage the power of AI/ML models and solutions to transform your organization and solve real-world problems. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-50 devsite-landing-row-no-image-background cloud-free-trial-option-b" header-position="top"> <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <cloudx-free-trial-eligible-content> <slot slot="eligible"> <div class="free-trial-component"> <a class="button button-primary" href="https://console.cloud.google.com/freetrial" track-type="landingPages" track-name="freeTrial" track-metadata-eventdetail="https://console.cloud.google.com/freetrial"> Get started for free </a> <div class="free-trial-description"> <h4 id="start-your-next-project-with-300-in-free-credit" data-text="Start your next project with $300 in free credit" tabindex="-1">Start your next project with $300 in free credit</h4> <p> Build and test a proof of concept with the free trial credits and free monthly usage of 20+ products. </p> </div> </div> </slot> <slot slot="ineligible"> <div class="free-trial-component"> <a class="button button-primary" href="/free/docs/free-cloud-features#free-tier-usage-limits" track-type="landingPages" track-name="freeProductsLink"> View free product offers </a> <div class="free-trial-description"> <h4 id="keep-exploring-with-20+-always-free-products" data-text="Keep exploring with 20+ always-free products" tabindex="-1">Keep exploring with 20+ always-free products</h4> <p> Access 20+ free products for common use cases, including AI APIs, VMs, data warehouses, and more. </p> </div> </div> </slot> </cloudx-free-trial-eligible-content> </div> </div> </section> <section class="category-section devsite-landing-row devsite-landing-row-3-up" header-position="top"> <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header"> <div class="devsite-landing-row-header-text"> <h2 class="category-section-heading hide-from-toc" data-text="Explore AI and ML in Google Cloud" tabindex="-1" id="explore-ai-and-ml-in-google-cloud"> <span class="devsite-heading" role="heading" aria-level="2"> Explore AI and ML in Google Cloud </span> </h2> <div class="category-section-description"> Read documentation and Cloud Architecture Center articles about AI and ML products, capabilities, and procedures. </div> </div> </header> <div class="devsite-landing-row-group category-section-cards explore-section-cards"> <div class="category-section-card explore-section-card devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom"> <div class="devsite-landing-row-item-description" icon-position="left"> <a href="/vertex-ai/docs/start/introduction-unified-platform" track-type="categoryAiAndMl" track-name="introductionToMachineLearningOnVertexAi" track-metadata-element="icon" data-category="Explore section link icon" data-label="Introduction to machine learning on Vertex AI"> <div class="devsite-landing-row-item-icon-container category-section-card-icon" size="medium"> <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true" translate="no"> description </div> </div> </a> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="introduction-to-machine-learning-on-vertex-ai" data-text=" Introduction to machine learning on Vertex AI " tabindex="-1"> <a href="/vertex-ai/docs/start/introduction-unified-platform" track-type="categoryAiAndMl" track-name="introductionToMachineLearningOnVertexAi" track-metadata-element="headingLink" data-category="Explore section link" data-label="Introduction to machine learning on Vertex AI"> Introduction to machine learning on Vertex AI </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Support data engineering, data science, and ML engineering workflows on a unified platform, enabling you to train ML models and deploy AI solutions. </div> </div> </div> </div> <div class="category-section-card explore-section-card devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom"> <div class="devsite-landing-row-item-description" icon-position="left"> <a href="/architecture/ai-ml" track-type="categoryAiAndMl" track-name="aiAndMlArchitectureResources" track-metadata-element="icon" data-category="Explore section link icon" data-label="AI and ML architecture resources"> <div class="devsite-landing-row-item-icon-container category-section-card-icon" size="medium"> <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true" translate="no"> account_tree </div> </div> </a> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="ai-and-ml-architecture-resources" data-text=" AI and ML architecture resources " tabindex="-1"> <a href="/architecture/ai-ml" track-type="categoryAiAndMl" track-name="aiAndMlArchitectureResources" track-metadata-element="headingLink" data-category="Explore section link" data-label="AI and ML architecture resources"> AI and ML architecture resources </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Plan your approach with architecture center resources across a wide variety of AI & ML subjects. (Goes to Architecture Center.) </div> </div> </div> </div> <div class="category-section-card explore-section-card devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom"> <div class="devsite-landing-row-item-description" icon-position="left"> <a href="/architecture/ml-on-gcp-best-practices" track-type="categoryAiAndMl" track-name="bestPracticesForImplementingMl" track-metadata-element="icon" data-category="Explore section link icon" data-label="Best practices for implementing ML"> <div class="devsite-landing-row-item-icon-container category-section-card-icon" size="medium"> <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true" translate="no"> account_tree </div> </div> </a> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="best-practices-for-implementing-ml" data-text=" Best practices for implementing ML " tabindex="-1"> <a href="/architecture/ml-on-gcp-best-practices" track-type="categoryAiAndMl" track-name="bestPracticesForImplementingMl" track-metadata-element="headingLink" data-category="Explore section link" data-label="Best practices for implementing ML"> Best practices for implementing ML </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Plan for implementing ML, with a focus on custom-trained models based on your data and code. (Goes to Architecture Center.) </div> </div> </div> </div> </div> <devsite-pagination container="explore-section-cards" elements=".explore-section-card" elements-per-page="300" buttons initial-results="3"> </devsite-pagination> </div> </section> <section class="category-section devsite-landing-row devsite-landing-row-3-up" header-position="top"> <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header"> <div class="devsite-landing-row-header-text"> <h2 class="category-section-heading hide-from-toc" data-text="Training, blog articles, and more" tabindex="-1" id="training,-blog-articles,-and-more"> <span class="devsite-heading" role="heading" aria-level="2"> Training, blog articles, and more </span> </h2> <div class="category-section-description"> Go to training courses, blog articles, and other related resources. </div> </div> </header> <div class="devsite-landing-row-group category-section-cards training-section-cards"> <div class="category-section-card training-section-card devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom"> <div class="devsite-landing-row-item-description" icon-position="left"> <a href="https://www.cloudskillsboost.google/paths/280" track-type="categoryAiAndMl" track-name="appliedAiSummitLearningPath" track-metadata-element="icon" data-category="Training link icon" data-label="Applied AI summit learning path"> <div class="devsite-landing-row-item-icon-container category-section-card-icon" size="medium"> <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true" translate="no"> school </div> </div> </a> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="applied-ai-summit-learning-path" data-text=" Applied AI summit learning path " tabindex="-1"> <a href="https://www.cloudskillsboost.google/paths/280" track-type="categoryAiAndMl" track-name="appliedAiSummitLearningPath" track-metadata-element="headingLink" data-category="Training link" data-label="Applied AI summit learning path"> Applied AI summit learning path </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Study Vertex AI and Gemini in Google Cloud. (Goes to Google Cloud Skills Boost.) </div> </div> </div> </div> <div class="category-section-card training-section-card devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom"> <div class="devsite-landing-row-item-description" icon-position="left"> <a href="https://www.cloudskillsboost.google/paths/17" track-type="categoryAiAndMl" track-name="machineLearningEngineerLearningPath" track-metadata-element="icon" data-category="Training link icon" data-label="Machine learning engineer learning path"> <div class="devsite-landing-row-item-icon-container category-section-card-icon" size="medium"> <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true" translate="no"> school </div> </div> </a> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="machine-learning-engineer-learning-path" data-text=" Machine learning engineer learning path " tabindex="-1"> <a href="https://www.cloudskillsboost.google/paths/17" track-type="categoryAiAndMl" track-name="machineLearningEngineerLearningPath" track-metadata-element="headingLink" data-category="Training link" data-label="Machine learning engineer learning path"> Machine learning engineer learning path </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Study designing, building, productionalizing, optimizing, operating, and maintaining ML systems. (Goes to Google Cloud Skills Boost.) </div> </div> </div> </div> </div> <devsite-pagination container="training-section-cards" elements=".training-section-card" elements-per-page="300" buttons initial-results="3"> </devsite-pagination> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up category-expandable"> <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header"> <div class="devsite-landing-row-header-text"> <h2 class="category-section-heading hide-from-toc" id="ai-and-ml-products-by-use-case" data-text="AI and ML products by use case" tabindex="-1">AI and ML products by use case</h2> <div class="category-section-description">Expand sections or use the filter to find products and guides for typical use cases.</div> </div> </header> <devsite-filter> <input class="category-expandable-search" type="text" placeholder="Filter here"> <div class="list"> <devsite-expandable expanded > <h2 class="showalways expandable-header hide-from-toc" id="pretrained-models" data-text="Pretrained models" tabindex="-1">Pretrained models</h2> <p class="showalways expandable-description"> Build AI applications with enterprise-grade scaling, security, and observability. </p> <h3 class="expandable-section-header hide-from-toc" id="task-specific-solutions" data-text="Task-specific solutions" tabindex="-1">Task-specific solutions</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="cloud-vision-api" data-text=" Cloud Vision API " tabindex="-1"> <a href="/vision/docs" track-type="categoryAiAndMl" track-name="pretrainedModelsCloudVisionApi" data-category="Pretrained models link" data-label="Cloud Vision API"> Cloud Vision API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Integrate vision detection features within applications, including image labeling, face and landmark detection, optical character recognition (OCR), and tagging of explicit content. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="video-intelligence-api" data-text=" Video Intelligence API " tabindex="-1"> <a href="/video-intelligence/docs" track-type="categoryAiAndMl" track-name="pretrainedModelsVideoIntelligenceApi" data-category="Pretrained models link" data-label="Video Intelligence API"> Video Intelligence API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Enable users to annotate videos stored locally or in Cloud Storage, or live-streamed, with contextual information at the level of the entire video, per segment, per shot, and per frame. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="visual-inspection-ai" data-text=" Visual Inspection AI " tabindex="-1"> <a href="/solutions/visual-inspection-ai" track-type="categoryAiAndMl" track-name="pretrainedModelsVisualInspectionAi" data-category="Pretrained models link" data-label="Visual Inspection AI"> Visual Inspection AI </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Train and deploy AI models to automatically detect production defects. (Goes to Google Cloud home.) </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="cloud-natural-language-api" data-text=" Cloud Natural Language API " tabindex="-1"> <a href="/natural-language/docs" track-type="categoryAiAndMl" track-name="pretrainedModelsCloudNaturalLanguageApi" data-category="Pretrained models link" data-label="Cloud Natural Language API"> Cloud Natural Language API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use natural language understanding technologies, including sentiment analysis, entity analysis, entity sentiment analysis, content classification, and syntax analysis. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="timeseries-insights-api" data-text=" Timeseries Insights API " tabindex="-1"> <a href="/timeseries-insights/docs" track-type="categoryAiAndMl" track-name="pretrainedModelsTimeseriesInsightsApi" data-category="Pretrained models link" data-label="Timeseries Insights API"> Timeseries Insights API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Provide real-time forecasting and anomaly detection results. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="customer-service,-conversation,-and-speech" data-text="Customer service, conversation, and speech" tabindex="-1">Customer service, conversation, and speech</h2> <p class="showalways expandable-description"> Apply Google's state-of-the-art capabilities to handle your conversation, speech, and customer service needs. </p> <h3 class="expandable-section-header hide-from-toc" id="customer-service,-conversation,-and-speech_1" data-text="Customer service, conversation, and speech" tabindex="-1">Customer service, conversation, and speech</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-agents" data-text=" Vertex AI Agents " tabindex="-1"> <a href="/dialogflow/vertex/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechVertexAiAgents" data-category="Customer service, conversation, and speech link" data-label="Vertex AI Agents"> Vertex AI Agents </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Enable your end users to have conversations about the content using a virtual data store agent powered by large language models. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="text-to-speech" data-text=" Text-to-Speech " tabindex="-1"> <a href="/text-to-speech/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechText-to-speech" data-category="Customer service, conversation, and speech link" data-label="Text-to-Speech"> Text-to-Speech </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Convert text to natural-sounding speech using ML. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="speech-to-text" data-text=" Speech-to-Text " tabindex="-1"> <a href="/speech-to-text/v2/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechSpeech-to-text" data-category="Customer service, conversation, and speech link" data-label="Speech-to-Text"> Speech-to-Text </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Integrate Google speech recognition technologies into developer applications. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="speech-to-text-on-prem" data-text=" Speech-to-Text on-prem " tabindex="-1"> <a href="/speech-to-text/priv/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechSpeech-to-textOn-prem" data-category="Customer service, conversation, and speech link" data-label="Speech-to-Text on-prem"> Speech-to-Text on-prem </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Integrate Google speech recognition technologies into your on-premises solution. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="speech-on-device" data-text=" Speech On Device " tabindex="-1"> <a href="/speech-to-text/ondevice/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechSpeechOnDevice" data-category="Customer service, conversation, and speech link" data-label="Speech On Device"> Speech On Device </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Provide server-quality speech technology on embedded devices. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="conversational-insights" data-text=" Conversational Insights " tabindex="-1"> <a href="/contact-center/insights/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechConversationalInsights" data-category="Customer service, conversation, and speech link" data-label="Conversational Insights"> Conversational Insights </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Detect and visualize patterns in contact center data. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="google-cloud-contact-center-as-a-service" data-text=" Google Cloud Contact Center as a Service " tabindex="-1"> <a href="/contact-center/ccai-platform/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechGoogleCloudContactCenterAsAService" data-category="Customer service, conversation, and speech link" data-label="Google Cloud Contact Center as a Service"> Google Cloud Contact Center as a Service </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Queue and route customer interactions across voice and digital channels to the appropriate resource pools, including allowing a seamless transition to human agents. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="dialogflow-cx" data-text=" Dialogflow CX " tabindex="-1"> <a href="/dialogflow/cx/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechDialogflowCx" data-category="Customer service, conversation, and speech link" data-label="Dialogflow CX"> Dialogflow CX </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Handle concurrent conversations with your end-users using a virtual agent that understands the nuances of human language. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="dialogflow-es" data-text=" Dialogflow ES " tabindex="-1"> <a href="/dialogflow/es/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechDialogflowEs" data-category="Customer service, conversation, and speech link" data-label="Dialogflow ES"> Dialogflow ES </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Design and integrate a conversational user interface into your mobile app, web application, device, bot, interactive voice response system, and so on. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="agent-assist" data-text=" Agent Assist " tabindex="-1"> <a href="/agent-assist/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechAgentAssist" data-category="Customer service, conversation, and speech link" data-label="Agent Assist"> Agent Assist </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Empower human agents with continuous support during calls by identifying intent and providing real-time, step-by-step assistance. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="automl-natural-language-deprecated.-see-vertex-ai." data-text=" AutoML Natural Language (Deprecated. See Vertex AI.) " tabindex="-1"> <a href="/natural-language/automl/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechAutomlNaturalLanguage(deprecated.SeeVertexAi.)" data-category="Customer service, conversation, and speech link" data-label="AutoML Natural Language (Deprecated. See Vertex AI.)"> AutoML Natural Language (Deprecated. See Vertex AI.) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Build and deploy custom machine learning models that analyze documents, categorizing them, identify entities within them, or assessing attitudes within them. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="conversational-ai-platform" data-text=" Conversational AI Platform " tabindex="-1"> <a href="/conversational-ai/docs" track-type="categoryAiAndMl" track-name="customerService,Conversation,AndSpeechConversationalAiPlatform" data-category="Customer service, conversation, and speech link" data-label="Conversational AI Platform"> Conversational AI Platform </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> A collection of conversational AI tools, solutions and APIs, both designers and developers can use. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="document-management" data-text="Document management" tabindex="-1">Document management</h2> <p class="showalways expandable-description"> Apply Google's state-of-the-art capabilities to handle your document management needs. </p> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="document-ai" data-text=" Document AI " tabindex="-1"> <a href="/document-ai/docs" track-type="categoryAiAndMl" track-name="documentManagementDocumentAi" data-category="Document management link" data-label="Document AI"> Document AI </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Transform unstructured data from documents into structured data, making it easier to understand, analyze, and consume. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="document-ai-processors" data-text=" Document AI processors " tabindex="-1"> <a href="/document-ai/docs/processors-list" track-type="categoryAiAndMl" track-name="documentManagementDocumentAiProcessors" data-category="Document management link" data-label="Document AI processors"> Document AI processors </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> View a list of all processors by solution type. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="ocr-on-prem-deprecated" data-text=" OCR On-Prem (Deprecated) " tabindex="-1"> <a href="/vision/on-prem" track-type="categoryAiAndMl" track-name="documentManagementOcrOn-prem(deprecated)" data-category="Document management link" data-label="OCR On-Prem (Deprecated)"> OCR On-Prem (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Integrate Google optical character recognition (OCR) technologies into your on-premises solution. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="document-ai-warehouse-deprecated" data-text=" Document AI Warehouse (Deprecated) " tabindex="-1"> <a href="/document-warehouse/docs/overview" track-type="categoryAiAndMl" track-name="documentManagementDocumentAiWarehouse(deprecated)" data-category="Document management link" data-label="Document AI Warehouse (Deprecated)"> Document AI Warehouse (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Store, search, organize, govern and analyze documents and their structured metadata called properties (Deprecated). </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="industry-specific-products" data-text="Industry-specific products" tabindex="-1">Industry-specific products</h2> <p class="showalways expandable-description"> Apply Google's state-of-the-art capabilities to handle your industry-specific needs. </p> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="anti-money-laundering-ai" data-text=" Anti Money Laundering AI " tabindex="-1"> <a href="/financial-services/anti-money-laundering/docs" track-type="categoryAiAndMl" track-name="industry-specificProductsAntiMoneyLaunderingAi" data-category="Industry-specific products link" data-label="Anti Money Laundering AI"> Anti Money Laundering AI </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Detect suspicious, potential money laundering activity faster and more precisely with AI. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="optimization-ai" data-text=" Optimization AI " tabindex="-1"> <a href="/optimization/docs" track-type="categoryAiAndMl" track-name="industry-specificProductsOptimizationAi" data-category="Industry-specific products link" data-label="Optimization AI"> Optimization AI </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Solve your operational optimization problems rapidly and at massive scale. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="talent-solution" data-text=" Talent Solution " tabindex="-1"> <a href="/talent-solution/job-search/docs" track-type="categoryAiAndMl" track-name="industry-specificProductsTalentSolution" data-category="Industry-specific products link" data-label="Talent Solution"> Talent Solution </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Service that brings machine learning to the job search experience, returning high quality results to job seekers far beyond the limitations of typical keyword-based methods. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="telecom-subscriber-insights" data-text=" Telecom Subscriber Insights " tabindex="-1"> <a href="/telecom-subscriber-insights/docs" track-type="categoryAiAndMl" track-name="industry-specificProductsTelecomSubscriberInsights" data-category="Industry-specific products link" data-label="Telecom Subscriber Insights"> Telecom Subscriber Insights </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Enable communication service providers to extract information to recommend actions to telecom customers. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-search-for-retail" data-text=" Vertex AI Search for retail " tabindex="-1"> <a href="/retail/docs" track-type="categoryAiAndMl" track-name="industry-specificProductsVertexAiSearchForRetail" data-category="Industry-specific products link" data-label="Vertex AI Search for retail"> Vertex AI Search for retail </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Ingest user event and catalog data and serve predictions or search results on your site. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="media-and-entertainment-solutions" data-text=" Media and entertainment solutions " tabindex="-1"> <a href="/solutions/media-entertainment#google-cloud-for-media-and-entertainment" track-type="categoryAiAndMl" track-name="industry-specificProductsMediaAndEntertainmentSolutions" data-category="Industry-specific products link" data-label="Media and entertainment solutions"> Media and entertainment solutions </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Transform audience experiences with innovation and insights. (Goes to Google Cloud home.) </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="video,-images,-vision,-and-augmented-reality" data-text="Video, images, vision, and augmented reality" tabindex="-1">Video, images, vision, and augmented reality</h2> <p class="showalways expandable-description"> Apply Google's state-of-the-art capabilities to handle your video, images, vision, and augmented reality needs. </p> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="live-stream-api" data-text=" Live Stream API " tabindex="-1"> <a href="/livestream/docs" track-type="categoryAiAndMl" track-name="video,Images,Vision,AndAugmentedRealityLiveStreamApi" data-category="Video, images, vision, and augmented reality link" data-label="Live Stream API"> Live Stream API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Convert live video and package it for streaming. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="transcoder-api" data-text=" Transcoder API " tabindex="-1"> <a href="/transcoder/docs" track-type="categoryAiAndMl" track-name="video,Images,Vision,AndAugmentedRealityTranscoderApi" data-category="Video, images, vision, and augmented reality link" data-label="Transcoder API"> Transcoder API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Convert video files and package them for optimized delivery to web, mobile, and connected TVs. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-vision" data-text=" Vertex AI Vision " tabindex="-1"> <a href="/vision-ai/docs" track-type="categoryAiAndMl" track-name="video,Images,Vision,AndAugmentedRealityVertexAiVision" data-category="Video, images, vision, and augmented reality link" data-label="Vertex AI Vision"> Vertex AI Vision </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Process and analyze your video streams and images at scale. Quickly build an application and deploy it to Google Cloud, using the built-in, low-code user interface. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="video-stitcher-api" data-text=" Video Stitcher API " tabindex="-1"> <a href="/video-stitcher/docs" track-type="categoryAiAndMl" track-name="video,Images,Vision,AndAugmentedRealityVideoStitcherApi" data-category="Video, images, vision, and augmented reality link" data-label="Video Stitcher API"> Video Stitcher API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Dynamically insert ads into video-on-demand and live streams. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="automl-vision-deprecated" data-text=" AutoML Vision (Deprecated) " tabindex="-1"> <a href="/vision/automl/docs" track-type="categoryAiAndMl" track-name="video,Images,Vision,AndAugmentedRealityAutomlVision(deprecated)" data-category="Video, images, vision, and augmented reality link" data-label="AutoML Vision (Deprecated)"> AutoML Vision (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Train machine learning models to classify your images according to your own defined labels. (Deprecated. Use Vertex AI.) </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="automl-vision-object-detection-deprecated" data-text=" AutoML Vision object detection (Deprecated) " tabindex="-1"> <a href="/vision/automl/object-detection/docs" track-type="categoryAiAndMl" track-name="video,Images,Vision,AndAugmentedRealityAutomlVisionObjectDetection(deprecated)" data-category="Video, images, vision, and augmented reality link" data-label="AutoML Vision object detection (Deprecated)"> AutoML Vision object detection (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Train custom machine learning models that are capable of detecting individual objects in a given image along with its bounding box and label. (Deprecated. Use Vertex AI.) </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="immersive-stream-for-xr" data-text=" Immersive Stream for XR " tabindex="-1"> <a href="/immersive-stream/xr/docs" track-type="categoryAiAndMl" track-name="video,Images,Vision,AndAugmentedRealityImmersiveStreamForXr" data-category="Video, images, vision, and augmented reality link" data-label="Immersive Stream for XR"> Immersive Stream for XR </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Deliver rich, interactive 3D and augmented reality (AR) experiences to more devices by using cloud-based computing power. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="search-and-recommendations" data-text="Search and recommendations" tabindex="-1">Search and recommendations</h2> <p class="showalways expandable-description"> Apply Google's state-of-the-art capabilities to handle your search and recommendations needs. </p> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-search" data-text=" Vertex AI Search " tabindex="-1"> <a href="/generative-ai-app-builder/docs/enterprise-search-introduction" track-type="categoryAiAndMl" track-name="searchAndRecommendationsVertexAiSearch" data-category="Search and recommendations link" data-label="Vertex AI Search"> Vertex AI Search </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Understand user intent and return the most relevant results and recommendations for the user with a search bar in your web pages or app providing Google-quality search app on your own data. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vector-search" data-text=" Vector Search " tabindex="-1"> <a href="/vertex-ai/docs/matching-engine" track-type="categoryAiAndMl" track-name="searchAndRecommendationsVectorSearch" data-category="Search and recommendations link" data-label="Vector Search"> Vector Search </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Perform vector similarity search so that you can conduct efficient, accurate searches on large amounts of data. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="enterprise-knowledge-graph" data-text=" Enterprise Knowledge Graph " tabindex="-1"> <a href="/enterprise-knowledge-graph/docs" track-type="categoryAiAndMl" track-name="searchAndRecommendationsEnterpriseKnowledgeGraph" data-category="Search and recommendations link" data-label="Enterprise Knowledge Graph"> Enterprise Knowledge Graph </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Organize siloed information into organizational knowledge, which involves consolidating, standardizing, and reconciling data in an efficient and useful way. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="discovery-engine-deprecated" data-text=" Discovery Engine (Deprecated) " tabindex="-1"> <a href="/discovery-engine/media/docs" track-type="categoryAiAndMl" track-name="searchAndRecommendationsDiscoveryEngine(deprecated)" data-category="Search and recommendations link" data-label="Discovery Engine (Deprecated)"> Discovery Engine (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Deprecated product. Its functionality is now in Vertex AI Search instead. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="translation" data-text="Translation" tabindex="-1">Translation</h2> <p class="showalways expandable-description"> Apply Google's state-of-the-art capabilities to handle your conversation, speech, and customer service needs. </p> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="cloud-translation-api" data-text=" Cloud Translation API " tabindex="-1"> <a href="/translate/docs" track-type="categoryAiAndMl" track-name="translationCloudTranslationApi" data-category="Translation link" data-label="Cloud Translation API"> Cloud Translation API </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Dynamically translate text programmatically through an API in your websites and applications, including document translation, custom translation, adaptive translation, transliteration, and romanization. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="translation-hub" data-text=" Translation Hub " tabindex="-1"> <a href="/translation-hub/docs" track-type="categoryAiAndMl" track-name="translationTranslationHub" data-category="Translation link" data-label="Translation Hub"> Translation Hub </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Translate a large volume of documents into many different languages without building or maintaining your own web application or underlying infrastructure. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="vertex-ai-model-training-and-development" data-text="Vertex AI model training and development" tabindex="-1">Vertex AI model training and development</h2> <p class="showalways expandable-description"> Train ML models from your data using AutoML or your preferred ML framework. </p> <h3 class="expandable-section-header hide-from-toc" id="automatic-training" data-text="Automatic training" tabindex="-1">Automatic training</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-with-automl-tabular" data-text=" Vertex AI with AutoML tabular " tabindex="-1"> <a href="/vertex-ai/docs/tabular-data/overview" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentVertexAiWithAutomlTabular" data-category="Vertex AI model training and development link" data-label="Vertex AI with AutoML tabular"> Vertex AI with AutoML tabular </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Vertex AI lets you perform machine learning with tabular data using simple processes and interfaces. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-with-automl-image" data-text=" Vertex AI with AutoML image " tabindex="-1"> <a href="/vertex-ai/docs/training-overview#image_data" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentVertexAiWithAutomlImage" data-category="Vertex AI model training and development link" data-label="Vertex AI with AutoML image"> Vertex AI with AutoML image </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use machine learning analyzing the content of image data to classify image data or find objects in image data. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-with-automl-video" data-text=" Vertex AI with AutoML video " tabindex="-1"> <a href="/vertex-ai/docs/training-overview#video_data" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentVertexAiWithAutomlVideo" data-category="Vertex AI model training and development link" data-label="Vertex AI with AutoML video"> Vertex AI with AutoML video </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Analyze video data to classify shots and segments, or to detect and track multiple objects in your video data. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-with-automl-text" data-text=" Vertex AI with AutoML text " tabindex="-1"> <a href="/vertex-ai/docs/training-overview#text_data" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentVertexAiWithAutomlText" data-category="Vertex AI model training and development link" data-label="Vertex AI with AutoML text"> Vertex AI with AutoML text </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Train an ML model to classify text data, extract information, or understand the sentiment of the authors. </div> </div> </div> </div> </div> <h3 class="expandable-section-header hide-from-toc" id="custom-training" data-text="Custom training" tabindex="-1">Custom training</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-training" data-text=" Vertex AI training " tabindex="-1"> <a href="/vertex-ai/docs/training/overview" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentVertexAiTraining" data-category="Vertex AI model training and development link" data-label="Vertex AI training"> Vertex AI training </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Operationalize large scale model training. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-neural-architecture-search" data-text=" Vertex AI Neural Architecture Search " tabindex="-1"> <a href="/vertex-ai/docs/training/neural-architecture-search/overview" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentVertexAiNeuralArchitectureSearch" data-category="Vertex AI model training and development link" data-label="Vertex AI Neural Architecture Search"> Vertex AI Neural Architecture Search </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Search for optimal neural architectures in terms of accuracy, latency, memory, a combination of these, or a custom metric. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="ray-on-vertex-ai" data-text=" Ray on Vertex AI " tabindex="-1"> <a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/overview" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentRayOnVertexAi" data-category="Vertex AI model training and development link" data-label="Ray on Vertex AI"> Ray on Vertex AI </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Perform distributed computing and parallel processing for your machine learning (ML) workflow. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="deep-learning-containers" data-text=" Deep Learning Containers " tabindex="-1"> <a href="/deep-learning-containers/docs/overview" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentDeepLearningContainers" data-category="Vertex AI model training and development link" data-label="Deep Learning Containers"> Deep Learning Containers </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use a set of Docker containers with key data science frameworks, libraries, and tools pre-installed to provide you with performance-optimized, consistent environments that can help you prototype and implement workflows quickly. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="deep-learning-vm-images" data-text=" Deep Learning VM Images " tabindex="-1"> <a href="/deep-learning-vm/docs/introduction" track-type="categoryAiAndMl" track-name="vertexAiModelTrainingAndDevelopmentDeepLearningVmImages" data-category="Vertex AI model training and development link" data-label="Deep Learning VM Images"> Deep Learning VM Images </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use set of virtual machine images optimized for data science and machine learning tasks with key ML frameworks and tools pre-installed to accelerate your data processing tasks. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="vertex-ai-mlops-and-production" data-text="Vertex AI MLOps and production" tabindex="-1">Vertex AI MLOps and production</h2> <p class="showalways expandable-description"> Apply operations best practices to monitor and improve your deployed ML models. </p> <h3 class="expandable-section-header hide-from-toc" id="data-and-features" data-text="Data and features" tabindex="-1">Data and features</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-datasets" data-text=" Vertex AI datasets " tabindex="-1"> <a href="/vertex-ai/docs/datasets/overview" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiDatasets" data-category="Vertex AI MLOps and production link" data-label="Vertex AI datasets"> Vertex AI datasets </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use a managed dataset to provide the source data used to train AutoML and custom models on Vertex AI. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-feature-store" data-text=" Vertex AI Feature Store " tabindex="-1"> <a href="/vertex-ai/docs/featurestore/latest/overview" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiFeatureStore" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Feature Store"> Vertex AI Feature Store </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Streamline your ML feature management and online serving processes by managing your feature data in a BigQuery table or view and serving features online directly from the BigQuery data source. </div> </div> </div> </div> </div> <h3 class="expandable-section-header hide-from-toc" id="deployment" data-text="Deployment" tabindex="-1">Deployment</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-prediction" data-text=" Vertex AI Prediction " tabindex="-1"> <a href="/vertex-ai/docs/predictions/overview" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiPrediction" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Prediction"> Vertex AI Prediction </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Get predictions from your models on Vertex AI. </div> </div> </div> </div> </div> <h3 class="expandable-section-header hide-from-toc" id="developer-tools" data-text="Developer tools" tabindex="-1">Developer tools</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="colab-enterprise" data-text=" Colab Enterprise " tabindex="-1"> <a href="/colab/docs" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionColabEnterprise" data-category="Vertex AI MLOps and production link" data-label="Colab Enterprise"> Colab Enterprise </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use a collaborative, managed notebook environment with the security and compliance capabilities of Google Cloud. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="tensorflow-enterprise" data-text=" TensorFlow Enterprise " tabindex="-1"> <a href="/tensorflow-enterprise/docs" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionTensorflowEnterprise" data-category="Vertex AI MLOps and production link" data-label="TensorFlow Enterprise"> TensorFlow Enterprise </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> TensorFlow Enterprise makes it easier to develop and deploy TensorFlow models on Google Cloud, by providing users with a set of products and services, which provide enterprise-grade support and cloud scale performance. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-workbench---managed-deprecated" data-text=" Vertex AI Workbench - Managed (Deprecated) " tabindex="-1"> <a href="/vertex-ai/docs/workbench/managed" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiWorkbench-Managed(deprecated)" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Workbench - Managed (Deprecated)"> Vertex AI Workbench - Managed (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use a Google-managed environment with integrations and capabilities that help you set up and work in an end-to-end Jupyter notebook-based production environment. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-workbench---user-managed-deprecated" data-text=" Vertex AI Workbench - User-managed (Deprecated) " tabindex="-1"> <a href="/vertex-ai/docs/workbench/user-managed" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiWorkbench-User-managed(deprecated)" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Workbench - User-managed (Deprecated)"> Vertex AI Workbench - User-managed (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use an integrated and secure JupyterLab environment preinstalled with the latest data science and machine learning frameworks for data scientists and machine learning developers to experiment, develop, and deploy models into production. </div> </div> </div> </div> </div> <h3 class="expandable-section-header hide-from-toc" id="model-iteration" data-text="Model iteration" tabindex="-1">Model iteration</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-experiments" data-text=" Vertex AI Experiments " tabindex="-1"> <a href="/vertex-ai/docs/experiments/intro-vertex-ai-experiments" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiExperiments" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Experiments"> Vertex AI Experiments </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Track and analyze different model architectures, hyperparameters, and training environments, letting you track the steps, inputs, and outputs of an experiment run, plus evaluate how your model performed in aggregate, against test datasets, and during the training run. </div> </div> </div> </div> </div> <h3 class="expandable-section-header hide-from-toc" id="monitoring-and-evaluation" data-text="Monitoring and evaluation" tabindex="-1">Monitoring and evaluation</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-explainable-ai" data-text=" Vertex Explainable AI " tabindex="-1"> <a href="/vertex-ai/docs/explainable-ai/overview" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexExplainableAi" data-category="Vertex AI MLOps and production link" data-label="Vertex Explainable AI"> Vertex Explainable AI </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Obtain feature-based and example-based explanations to provide better understanding of model decision making. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-model-monitoring" data-text=" Vertex AI Model Monitoring " tabindex="-1"> <a href="/vertex-ai/docs/model-monitoring/overview" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiModelMonitoring" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Model Monitoring"> Vertex AI Model Monitoring </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Provide model monitoring of feature skew and drift in the model's prediction input data for tabular AutoML and tabular custom-trained models. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-model-evaluation" data-text=" Vertex AI model evaluation " tabindex="-1"> <a href="/vertex-ai/docs/evaluation/introduction" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiModelEvaluation" data-category="Vertex AI MLOps and production link" data-label="Vertex AI model evaluation"> Vertex AI model evaluation </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Determine the performance of your models with model evaluation metrics, such as precision and recall. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-tensorboard" data-text=" Vertex AI TensorBoard " tabindex="-1"> <a href="/vertex-ai/docs/experiments/tensorboard-introduction" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiTensorboard" data-category="Vertex AI MLOps and production link" data-label="Vertex AI TensorBoard"> Vertex AI TensorBoard </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Track, visualize, and compare ML experiments and share them with your team. </div> </div> </div> </div> </div> <h3 class="expandable-section-header hide-from-toc" id="orchestration" data-text="Orchestration" tabindex="-1">Orchestration</h3> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-pipelines" data-text=" Vertex AI Pipelines " tabindex="-1"> <a href="/vertex-ai/docs/pipelines/introduction" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiPipelines" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Pipelines"> Vertex AI Pipelines </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Automate, monitor, and govern your machine learning (ML) systems in a serverless manner by using ML pipelines to orchestrate your ML workflows. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="vertex-ai-model-registry" data-text=" Vertex AI Model Registry " tabindex="-1"> <a href="/vertex-ai/docs/model-registry/introduction" track-type="categoryAiAndMl" track-name="vertexAiMlopsAndProductionVertexAiModelRegistry" data-category="Vertex AI MLOps and production link" data-label="Vertex AI Model Registry"> Vertex AI Model Registry </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Manage the lifecycle of your ML models. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="accelerators" data-text="Accelerators" tabindex="-1">Accelerators</h2> <p class="showalways expandable-description"> Accelerate machine learning workloads. </p> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="cloud-tpu" data-text=" Cloud TPU " tabindex="-1"> <a href="/tpu/docs" track-type="categoryAiAndMl" track-name="acceleratorsCloudTpu" data-category="Accelerators link" data-label="Cloud TPU"> Cloud TPU </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Accelerate machine learning workloads by accessing Tensor Processing Units (TPUs) from Compute Engine, Google Kubernetes Engine, and Vertex AI. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable expanded > <h2 class="showalways expandable-header hide-from-toc" id="related-products,-guides,-and-sites" data-text="Related products, guides, and sites" tabindex="-1">Related products, guides, and sites</h2> <p class="showalways expandable-description"> Expand this section to see relevant products and documentation. </p> <div class="devsite-landing-row-group category-section-cards expandable-cards"> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="generative-ai-on-google-cloud" data-text=" Generative AI on Google Cloud " tabindex="-1"> <a href="/docs/generative-ai" track-type="categoryAiAndMl" track-name="relatedProducts,Guides,AndSitesGenerativeAiOnGoogleCloud" data-category="Related products, guides, and sites link" data-label="Generative AI on Google Cloud"> Generative AI on Google Cloud </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Google Cloud offers a range of products and tools for the complete life cycle of building generative AI applications. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="overview-of-industry-solutions" data-text=" Overview of industry solutions " tabindex="-1"> <a href="/docs/industry" track-type="categoryAiAndMl" track-name="relatedProducts,Guides,AndSitesOverviewOfIndustrySolutions" data-category="Related products, guides, and sites link" data-label="Overview of industry solutions"> Overview of industry solutions </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Find APIs and other solutions for financial services, healthcare, media, and retail. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="gemini-for-google-cloud-overview" data-text=" Gemini for Google Cloud overview " tabindex="-1"> <a href="/gemini/docs" track-type="categoryAiAndMl" track-name="relatedProducts,Guides,AndSitesGeminiForGoogleCloudOverview" data-category="Related products, guides, and sites link" data-label="Gemini for Google Cloud overview"> Gemini for Google Cloud overview </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Provides an always-on collaborator that offers generative AI-powered assistance to a wide range of Google Cloud users, including developers, data scientists, and operators. </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="automl-tables-deprecated" data-text=" AutoML Tables (Deprecated) " tabindex="-1"> <a href="/automl/docs" track-type="categoryAiAndMl" track-name="relatedProducts,Guides,AndSitesAutomlTables(deprecated)" data-category="Related products, guides, and sites link" data-label="AutoML Tables (Deprecated)"> AutoML Tables (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Automatically build and deploy state-of-the-art machine learning models on structured data at massively increased speed and scale. (Deprecated) </div> </div> </div> </div> <div class="category-section-card expandable-card devsite-landing-row-item devsite-landing-row-item-no-media"> <div class="devsite-landing-row-item-description"> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="ai-platform-deprecated" data-text=" AI Platform (Deprecated) " tabindex="-1"> <a href="/ai-platform/docs" track-type="categoryAiAndMl" track-name="relatedProducts,Guides,AndSitesAiPlatform(deprecated)" data-category="Related products, guides, and sites link" data-label="AI Platform (Deprecated)"> AI Platform (Deprecated) </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Take your ML projects from ideation to production and deployment, quickly and cost-effectively. </div> </div> </div> </div> </div> </devsite-expandable> </div> </devsite-filter> </div> </section> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. For details, see the <a href="https://developers.google.com/site-policies">Google Developers Site Policies</a>. Java is a registered trademark of Oracle and/or its affiliates.</p> <p>Last updated 2024-11-19 UTC.</p> </devsite-content-footer> <devsite-notification > </devsite-notification> <div class="devsite-content-data"> <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"]],["Last updated 2024-11-19 UTC."],[],[]] </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-metadata-eventDetail="cloud.google.com/why-google-cloud/"track-metadata-position="footer"track-metadata-child_headline="why google"track-type="footer link"track-metadata-module="footer"track-name="choosing google cloud"> 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-position="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/security/"track-metadata-module="footer"track-metadata-child_headline="why google"track-name="trust and security"> 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-type="footer link"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/solutions/modern-infrastructure/"track-name="modern infrastructure cloud"track-metadata-child_headline="why google"track-metadata-position="footer"> 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-name="multicloud"track-metadata-position="footer"track-metadata-child_headline="why google"track-metadata-module="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/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-position="footer"track-metadata-eventDetail="cloud.google.com/infrastructure/"track-metadata-child_headline="why google"track-name="global infrastructure"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-metadata-eventDetail="cloud.google.com/customers/"track-metadata-position="footer"track-metadata-module="footer"track-name="customers and case studies"track-type="footer link"> 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-name="analyst reports"track-metadata-eventDetail="cloud.google.com/analyst-reports/"track-metadata-module="footer"track-metadata-child_headline="why google"track-type="footer link"track-metadata-position="footer"> 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-module="footer"track-metadata-position="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/whitepapers/"track-name="whitepapers"track-metadata-child_headline="why google"> Whitepapers </a> </li> <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 9)" track-metadata-child_headline="engage"track-name="blog"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/blog/"track-metadata-position="footer"track-type="footer link"> Blog </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="/pricing/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-position="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/pricing/"track-name="google cloud pricing"track-metadata-module="footer"track-metadata-child_headline="products and pricing"> Google Cloud pricing </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//workspace.google.com/pricing.html" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-module="footer"target="_blank"track-metadata-child_headline="products and pricing"track-metadata-eventDetail="workspace.google.com/pricing.html"track-type="footer link"track-name="google workspace pricing"track-metadata-position="footer"> Google Workspace pricing </a> </li> <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 3)" track-metadata-child_headline="products and pricing"track-type="footer link"track-name="see all products"track-metadata-eventDetail="cloud.google.com/products/"track-metadata-module="footer"track-metadata-position="footer"> See all products </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Solutions</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/solutions/infrastructure-modernization/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-type="footer link"track-metadata-position="footer"track-metadata-module="footer"track-name="infrastructure modernization"track-metadata-child_headline="solutions"track-metadata-eventDetail="cloud.google.com/solutions/infrastructure-modernization/"> Infrastructure modernization </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/databases/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-child_headline="solutions"track-metadata-position="footer"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/solutions/databases"track-type="footer link"track-name="databases"> Databases </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/application-modernization/" 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-name="application development"track-metadata-eventDetail="cloud.google.com/solutions/application-modernization/"track-metadata-position="footer"track-metadata-child_headline="solutions"track-type="footer link"> Application modernization </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/smart-analytics/" 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/solutions/smart-analytics/"track-type="footer link"track-metadata-position="footer"track-metadata-child_headline="solutions"track-name="smart analytics"track-metadata-module="footer"> Smart analytics </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/ai/" 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="artificial intelligence"track-metadata-position="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/solutions/ai/"track-metadata-child_headline="solutions"> Artificial Intelligence </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/security/" 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-module="footer"track-metadata-position="footer"track-name="security"track-metadata-child_headline="solutions"track-metadata-eventDetail="cloud.google.com/solutions/security/"> Security </a> </li> <li class="devsite-footer-linkbox-item"> <a href="https://workspace.google.com/enterprise/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" target="_blank"track-metadata-eventDetail="workspace.google.com/enterprise/"track-name="productivity and work transformation"track-metadata-module="footer"track-metadata-position="footer"track-type="footer link"track-metadata-child_headline="solutions"> Productivity & work transformation </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/#industry-solutions" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 8)" track-name="industry solutions"track-metadata-eventDetail="cloud.google.com/solutions/#industry-solutions"track-type="footer link"track-metadata-child_headline="solutions"track-metadata-module="footer"track-metadata-position="footer"> Industry solutions </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/devops/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 9)" track-metadata-child_headline="solutions"track-type="footer link"track-name="devops solutions"track-metadata-position="footer"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/solutions/devops/"> DevOps solutions </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/solutions/#section-14" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 10)" track-metadata-position="footer"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/solutions/#section-14"track-type="footer link"track-name="small business solutions"track-metadata-child_headline="solutions"> Small business solutions </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 11)" track-type="footer link"track-metadata-child_headline="solutions"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/solutions/"track-name="see all solutions"track-metadata-module="footer"> See all solutions </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="/affiliate-program/" 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-name="google cloud affiliate program"track-metadata-child_headline="resources"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/affiliate-program/"track-type="footer link"> Google Cloud Affiliate Program </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 2)" track-metadata-position="footer"track-metadata-module="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/docs/"track-metadata-child_headline="resources"track-name="google cloud documentation"> Google Cloud documentation </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 3)" track-metadata-eventDetail="cloud.google.com/docs/get-started/"track-metadata-child_headline="resources"track-metadata-position="footer"track-name="google cloud quickstarts"track-type="footer link"track-metadata-module="footer"> Google Cloud quickstarts </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-name="google cloud marketplace"track-metadata-child_headline="resources"track-metadata-module="footer"track-metadata-position="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/marketplace/"> Google Cloud Marketplace </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/discover/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-eventDetail="learn/"track-metadata-module="footer"track-name="learn about cloud computing"track-metadata-child_headline="resources"track-metadata-position="footer"track-type="footer link"> Learn about cloud computing </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 6)" track-metadata-position="footer"track-type="footer link"track-metadata-eventDetail="cloud.google.com/support-hub/"track-name="support"track-metadata-module="footer"track-metadata-child_headline="resources"> Support </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 7)" track-name="code samples"track-type="footer link"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/docs/samples"track-metadata-module="footer"track-metadata-child_headline="resources"> 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 8)" track-metadata-child_headline="resources"track-metadata-eventDetail="cloud.google.com/architecture/"track-name="cloud architecture center"track-metadata-module="footer"track-type="footer link"track-metadata-position="footer"> Cloud Architecture Center </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/learn/training/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 9)" track-metadata-position="footer"track-metadata-child_headline="resources"track-type="footer link"track-name="training"track-metadata-eventDetail="cloud.google.com/training/"track-metadata-module="footer"> Training </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/learn/certification/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 10)" track-metadata-position="footer"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/certification"track-type="footer link"track-name="certifications"track-metadata-child_headline="resources"> Certifications </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//developers.google.com" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 11)" track-type="footer link"track-metadata-module="footer"track-metadata-child_headline="resources"track-name="google developers"target="_blank"track-metadata-position="footer"track-metadata-eventDetail="developers.google.com"> Google for Developers </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 12)" track-name="google cloud for startups"track-metadata-eventDetail="cloud.google.com/startup/"track-metadata-child_headline="resources"track-metadata-position="footer"track-type="footer link"track-metadata-module="footer"> Google Cloud for Startups </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 13)" track-type="footer link"track-metadata-module="footer"track-metadata-position="footer"target="_blank"track-name="system status"track-metadata-eventDetail="status.cloud.google.com"track-metadata-child_headline="resources"> System status </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 14)" track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/release-notes/"track-metadata-child_headline="resources"track-type="footer link"track-metadata-position="footer"track-name="release notes"> Release Notes </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="/contact/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-position="footer"track-metadata-child_headline="engage"track-name="contact sales"track-metadata-eventDetail="cloud.google.com/contact/"track-type="footer link"track-metadata-module="footer"> Contact sales </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/find-a-partner" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" target="_blank"track-metadata-child_headline="engage"track-metadata-eventDetail="cloud.google.com/find-a-partner"track-name="find a partner"track-type="footer link"track-metadata-position="footer"track-metadata-module="footer"> Find a Partner </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 3)" track-name="become a partner"track-metadata-eventDetail="cloud.google.com/partners/become-a-partner/"track-metadata-child_headline="engage"track-metadata-position="footer"track-type="footer link"track-metadata-module="footer"> Become a Partner </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 4)" track-metadata-child_headline="engage"track-type="footer link"track-metadata-module="footer"track-metadata-eventDetail="cloud.withgoogle.com/events"track-name="events"track-metadata-position="footer"> Events </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/podcasts/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-type="footer link"target="_blank"rel="noopener"track-metadata-child_headline="engage"track-metadata-position="footer"track-metadata-module="footer"track-metadata-eventDetail="cloud.google.com/podcasts/"track-name="podcasts"> Podcasts </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 6)" track-metadata-child_headline="engage"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/developers/"track-type="footer link"track-name="developer center"track-metadata-module="footer"> Developer Center </a> </li> <li class="devsite-footer-linkbox-item"> <a href="https://www.googlecloudpresscorner.com/" 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-eventDetail="www.googlecloudpresscorner.com"track-name="press corner"track-metadata-position="footer"track-type="footer link"track-metadata-child_headline="engage"rel="noopener"target="_blank"> Press Corner </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 8)" track-metadata-module="footer"target="_blank"track-metadata-position="footer"track-name="google cloud on youtube"rel="noopener"track-metadata-eventDetail="www.youtube.com/googlecloud"track-metadata-child_headline="engage"track-type="footer link"> 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 9)" rel="noopener"track-name="google cloud tech on youtube"track-metadata-eventDetail="www.youtube.com/googlecloudplatform"track-type="footer link"track-metadata-position="footer"target="_blank"track-metadata-module="footer"track-metadata-child_headline="engage"> Google Cloud Tech on YouTube </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 10)" target="_blank"rel="noopener"track-type="footer link"track-metadata-position="footer"track-metadata-child_headline="engage"track-name="follow on x"track-metadata-eventDetail="x.com/googlecloud"track-metadata-module="footer"> Follow on X </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//userresearch.google.com/?reserved=1&amp;utm_source=website&amp;Q_Language=en&amp;utm_medium=own_srch&amp;utm_campaign=CloudWebFooter&amp;utm_term=0&amp;utm_content=0&amp;productTag=clou&amp;campaignDate=jul19&amp;pType=devel&amp;referral_code=jk212693" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 11)" target="_blank"track-name="join user research"track-type="footer link"track-metadata-eventDetail="userresearch.google.com/?reserved=1&amp;utm_source=website&amp;Q_Language=en&amp;utm_medium=own_srch&amp;utm_campaign=CloudWebFooter&amp;utm_term=0&amp;utm_content=0&amp;productTag=clou&amp;campaignDate=jul19&amp;pType=devel&amp;referral_code=jk212693"track-metadata-position="footer"track-metadata-child_headline="engage"track-metadata-module="footer"> Join User Research </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//careers.google.com/cloud" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 12)" track-name="we are hiring join google cloud"track-metadata-module="footer"track-metadata-eventDetail="careers.google.com/cloud"target="_blank"track-metadata-position="footer"track-type="footer link"track-metadata-child_headline="engage"> We're hiring. Join Google Cloud! </a> </li> <li class="devsite-footer-linkbox-item"> <a href="https://www.googlecloudcommunity.com/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 13)" target="_blank"track-metadata-eventDetail="www.googlecloudcommunity.com"track-name="google cloud community"track-metadata-module="footer"track-metadata-child_headline="engage"track-type="footer link"rel="noopener"track-metadata-position="footer"> Google Cloud Community </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-name="about google" target="_blank" track-metadata-position="footer" track-metadata-module="utility footer" track-metadata-eventDetail="//about.google/" track-type="footer link" > 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-metadata-module="utility footer" track-metadata-eventDetail="//policies.google.com/privacy" track-type="footer link" target="_blank" track-metadata-position="footer" track-name="privacy" > Privacy </a> </li> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//www.google.com/intl/en/policies/terms/regional.html" 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-position="footer" track-type="footer link" target="_blank" track-metadata-module="utility footer" track-name="site terms" > 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-metadata-eventDetail="/product-terms/" track-metadata-position="footer" track-type="footer link" track-metadata-module="utility footer" track-name="google cloud terms" > 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-type="footer link" track-metadata-position="footer" track-name="Manage cookies" aria-hidden="true" track-metadata-module="utility footer" 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="/sustainability" data-category="Site-Wide Custom Events" data-label="Footer Our third decade of climate action: join us link" track-metadata-eventDetail="/sustainability/" track-metadata-position="footer" track-name="Our third decade of climate action: join us" track-type="footer link" track-metadata-module="utility footer" > 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="/newsletter/" data-category="Site-Wide Custom Events" data-label="Footer Subscribe link" track-name="subscribe" track-metadata-module="utility footer" track-metadata-eventDetail="/newsletter/" track-type="footer link" track-metadata-position="footer" > 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_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="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>{&#34;at&#34;: &#34;True&#34;, &#34;ga4&#34;: [], &#34;ga4p&#34;: [], &#34;gtm&#34;: [{&#34;id&#34;: &#34;GTM-5CVQBG&#34;, &#34;purpose&#34;: 1}], &#34;parameters&#34;: {&#34;internalUser&#34;: &#34;False&#34;, &#34;language&#34;: {&#34;machineTranslated&#34;: &#34;False&#34;, &#34;requested&#34;: &#34;en&#34;, &#34;served&#34;: &#34;en&#34;}, &#34;pageType&#34;: &#34;landing&#34;, &#34;projectName&#34;: &#34;Documentation&#34;, &#34;signedIn&#34;: &#34;False&#34;, &#34;tenant&#34;: &#34;cloud&#34;, &#34;recommendations&#34;: {&#34;sourcePage&#34;: &#34;&#34;, &#34;sourceType&#34;: 0, &#34;sourceRank&#34;: 0, &#34;sourceIdenticalDescriptions&#34;: 0, &#34;sourceTitleWords&#34;: 0, &#34;sourceDescriptionWords&#34;: 0, &#34;experiment&#34;: &#34;&#34;}, &#34;experiment&#34;: {&#34;ids&#34;: &#34;&#34;}}}</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="[39300013, 39300022, 39300118, 39300196, 39300241, 39300318, 39300320, 39300324, 39300346, 39300354, 39300363, 39300373, 39300412, 39300422, 39300436, 39300473, 39300487, 39300496, 39300498]"> </cloudx-experiment-ids> <script nonce="egv38FfIs0DNYMyvD6WmLJoz8TUDUB"> (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/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/js/app_loader.js', '[2,"en",null,"/js/devsite_app_module.js","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud","https://cloud-dot-devsite-v2-prod.appspot.com",1,null,["/_pwa/cloud/manifest.json","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/images/video-placeholder.svg","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/favicon.ico","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/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,[1,6,8,12,14,17,21,25,50,52,63,70,75,76,80,87,91,92,93,97,98,100,101,102,103,104,105,107,108,109,110,112,113,116,117,118,120,122,124,125,126,127,129,130,131,132,133,134,135,136,138,140,141,147,148,149,151,152,156,157,158,159,161,163,164,168,169,170,179,180,182,183,186,191,193,196],"AIzaSyAP-jjEJBzmIyKR4F-3XITp8yM9T1gEEI8","AIzaSyB6xiKGDR5O3Ak2okS4rLkauxGUG7XP0hg","cloud.google.com","AIzaSyAQk0fBONSGUqCNznf6Krs82Ap1-NV6J4o","AIzaSyCCxcqdrZ_7QMeLCRY20bh_SXdAYqy70KY",null,null,null,["Profiles__enable_page_saving","Profiles__enable_public_developer_profiles","Profiles__enable_profile_collections","Concierge__enable_concierge_restricted","EngEduTelemetry__enable_engedu_telemetry","MiscFeatureFlags__enable_view_transitions","Cloud__enable_cloud_shell_fte_user_flow","Concierge__enable_pushui","Profiles__enable_awarding_url","Profiles__enable_developer_profiles_callout","Search__enable_ai_search_summaries","Profiles__enable_dashboard_curated_recommendations","MiscFeatureFlags__enable_firebase_utm","Cloud__enable_legacy_calculator_redirect","Search__enable_ai_search_summaries_restricted","Search__enable_suggestions_from_borg","TpcFeatures__enable_required_headers","Search__enable_page_map","TpcFeatures__enable_mirror_tenant_redirects","Cloud__enable_cloud_dlp_service","MiscFeatureFlags__enable_explain_this_code","DevPro__enable_cloud_innovators_plus","Cloud__enable_cloud_shell","Cloud__enable_cloudx_experiment_ids","DevPro__enable_developer_subscriptions","Search__scope_to_project_tenant","Cloud__enable_cloud_facet_chat","MiscFeatureFlags__enable_project_variables","Cloud__enable_free_trial_server_call","CloudShell__cloud_code_overflow_menu","CloudShell__cloud_shell_button","MiscFeatureFlags__emergency_css","Profiles__enable_recognition_badges","Cloud__enable_llm_concierge_chat","Profiles__enable_complete_playlist_endpoint","Cloud__enable_cloudx_ping","Profiles__enable_release_notes_notifications","MiscFeatureFlags__developers_footer_dark_image","Search__enable_dynamic_content_confidential_banner","Experiments__reqs_query_experiments","BookNav__enable_tenant_cache_key","Search__enable_ai_eligibility_checks","MiscFeatureFlags__developers_footer_image","Profiles__require_profile_eligibility_for_signin","Analytics__enable_clearcut_logging","MiscFeatureFlags__enable_variable_operator","Profiles__enable_completecodelab_endpoint"],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/"]]],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"]') </script> <devsite-a11y-announce></devsite-a11y-announce> </body> </html>

Pages: 1 2 3 4 5 6 7 8 9 10