Data handling and analysis overview | Documentation

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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-metadata-eventDetail="nav" track-metadata-position="nav" track-type="globalNav" 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-name="sales" data-overflow-container="left" track-metadata-position="nav" track-type="contact" data-overflow-wrapper="tab" track-metadata-eventDetail="nav" data-overflow="devsite-tabs-wrapper" 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" track-metadata-eventDetail="nav" referrerpolicy="no-referrer-when-downgrade" data-overflow-class="devsite-header-link devsite-top-button button cloud-free-trial-button cloud-free-trial-enabled cloud-button cloud-button--primary" track-metadata-position="nav" data-overflow-container="right" track-name="gcpCta" data-overflow="devsite-top-logo-row" 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" 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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" 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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" 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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" 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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 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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 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<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 data analytics and pipelines in Google Cloud" tabindex="-1" id="explore-data-analytics-and-pipelines-in-google-cloud"> <span class="devsite-heading" role="heading" aria-level="2"> Explore data analytics and pipelines in Google Cloud </span> </h2> <div class="category-section-description"> Read documentation and Cloud Architecture Center articles about data analytics and pipeline 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="/bigquery/docs/loading-data" track-type="categoryDataAnalyticsAndPipelines" track-name="introductionToLoadingDataIntoBigquery" track-metadata-element="icon" data-category="Explore section link icon" data-label="Introduction to loading data into BigQuery"> <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-loading-data-into-bigquery" data-text=" Introduction to loading data into BigQuery " tabindex="-1"> <a href="/bigquery/docs/loading-data" track-type="categoryDataAnalyticsAndPipelines" track-name="introductionToLoadingDataIntoBigquery" track-metadata-element="headingLink" data-category="Explore section link" data-label="Introduction to loading data into BigQuery"> Introduction to loading data into BigQuery </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Learn how to batch load or stream data into BigQuery. </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/big-data-analytics" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAndAnalyticsResources" track-metadata-element="icon" data-category="Explore section link icon" data-label="Data and analytics 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="data-and-analytics-resources" data-text=" Data and analytics resources " tabindex="-1"> <a href="/architecture/big-data-analytics" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAndAnalyticsResources" track-metadata-element="headingLink" data-category="Explore section link" data-label="Data and analytics resources"> Data and analytics resources </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Plan your approach with Architecture Center resources across a variety of data and analytics topics.<a href='/architecture/big-data-analytics'><span class='cloud-docs-material-icon'>open_in_new</span></a> </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/big-data-analytics/analytics-lakehouse" track-type="categoryDataAnalyticsAndPipelines" track-name="jumpStartSolution:AnalyticsLakehouse" track-metadata-element="icon" data-category="Explore section link icon" data-label="Jump start solution: analytics lakehouse"> <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="jump-start-solution:-analytics-lakehouse" data-text=" Jump start solution: analytics lakehouse " tabindex="-1"> <a href="/architecture/big-data-analytics/analytics-lakehouse" track-type="categoryDataAnalyticsAndPipelines" track-name="jumpStartSolution:AnalyticsLakehouse" track-metadata-element="headingLink" data-category="Explore section link" data-label="Jump start solution: analytics lakehouse"> Jump start solution: analytics lakehouse </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Plan how to design an analytics lakehouse to store, process, and activate data.<a href='/architecture/big-data-analytics/analytics-lakehouse'><span class='cloud-docs-material-icon'>open_in_new</span></a> </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/18" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalystLearningPath" track-metadata-element="icon" data-category="Training link icon" data-label="Data analyst 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="data-analyst-learning-path" data-text=" Data analyst learning path " tabindex="-1"> <a href="https://www.cloudskillsboost.google/paths/18" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalystLearningPath" track-metadata-element="headingLink" data-category="Training link" data-label="Data analyst learning path"> Data analyst learning path </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Study Google Cloud technologies essential to the data analyst role.<a href="https://www.cloudskillsboost.google/paths/18"><span class='cloud-docs-material-icon'>open_in_new</span></a> </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/28" track-type="categoryDataAnalyticsAndPipelines" track-name="biAndAnalyticsWithLookerLearningPath" track-metadata-element="icon" data-category="Training link icon" data-label="BI and analytics with Looker 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="bi-and-analytics-with-looker-learning-path" data-text=" BI and analytics with Looker learning path " tabindex="-1"> <a href="https://www.cloudskillsboost.google/paths/28" track-type="categoryDataAnalyticsAndPipelines" track-name="biAndAnalyticsWithLookerLearningPath" track-metadata-element="headingLink" data-category="Training link" data-label="BI and analytics with Looker learning path"> BI and analytics with Looker learning path </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Study how to explore data in Looker and set up self-serve analytics for your users.<a href="https://www.cloudskillsboost.google/paths/28"><span class='cloud-docs-material-icon'>open_in_new</span></a> </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="/blog/products/data-analytics/decision-tree-for-data-analytics-workloads-on-google-cloud" track-type="categoryDataAnalyticsAndPipelines" track-name="decisionTreeForData&AnalyticsWorkloads" track-metadata-element="icon" data-category="Training link icon" data-label="Decision tree for data & analytics workloads"> <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"> cloud </div> </div> </a> <div class="devsite-landing-row-item-body"> <h3 class="category-section-card-title hide-from-toc" id="decision-tree-for-data-analytics-workloads" data-text=" Decision tree for data & analytics workloads " tabindex="-1"> <a href="/blog/products/data-analytics/decision-tree-for-data-analytics-workloads-on-google-cloud" track-type="categoryDataAnalyticsAndPipelines" track-name="decisionTreeForData&AnalyticsWorkloads" track-metadata-element="headingLink" data-category="Training link" data-label="Decision tree for data & analytics workloads"> Decision tree for data & analytics workloads </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> View a decision tree to choose services for running data and analytics workloads.<a href='/blog/products/data-analytics/decision-tree-for-data-analytics-workloads-on-google-cloud'><span class='cloud-docs-material-icon'>open_in_new</span></a> </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="data-analytics-and-pipelines-products-by-use-case" data-text="Data analytics and pipelines products by use case" tabindex="-1">Data analytics and pipelines 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="data-analysis-and-pipelines-platforms-and-product-suites" data-text="Data analysis and pipelines platforms and product suites" tabindex="-1">Data analysis and pipelines platforms and product suites</h2> <p class="showalways expandable-description"> Analyze your local and external data with machine learning and AI tools, then securely share and visualize insights - with zero infrastructure management. </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="bigquery" data-text=" BigQuery " tabindex="-1"> <a href="/bigquery/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisAndPipelinesPlatformsAndProductSuitesBigquery" data-category="Data analysis and pipelines platforms and product suites link" data-label="BigQuery"> BigQuery </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Understand your data using a fully managed, highly scalable data warehouse with built-in 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="biglake-in-bigquery" data-text=" BigLake in BigQuery " tabindex="-1"> <a href="/bigquery/docs/biglake-intro" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisAndPipelinesPlatformsAndProductSuitesBiglakeInBigquery" data-category="Data analysis and pipelines platforms and product suites link" data-label="BigLake in BigQuery"> BigLake in BigQuery </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Query structured data in external data stores with access delegation. </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="bigquery-storage" data-text=" BigQuery Storage " tabindex="-1"> <a href="/bigquery/docs/storage_overview" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisAndPipelinesPlatformsAndProductSuitesBigqueryStorage" data-category="Data analysis and pipelines platforms and product suites link" data-label="BigQuery Storage"> BigQuery Storage </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use storage optimized for running analytic queries over large datasets and high-throughput streaming ingestion and high-throughput reads. </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="bigquery-engine-for-apache-flink" data-text=" BigQuery Engine for Apache Flink " tabindex="-1"> <a href="/bigquery-engine-for-apache-flink/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisAndPipelinesPlatformsAndProductSuitesBigqueryEngineForApacheFlink" data-category="Data analysis and pipelines platforms and product suites link" data-label="BigQuery Engine for Apache Flink"> BigQuery Engine for Apache Flink </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Managed cloud service that lets you set up, maintain, and administer open source Apache Flink in 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="introduction-to-migrating-to-bigquery" data-text=" Introduction to migrating to BigQuery " tabindex="-1"> <a href="/bigquery/docs/migration-intro" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisAndPipelinesPlatformsAndProductSuitesIntroductionToMigratingToBigquery" data-category="Data analysis and pipelines platforms and product suites link" data-label="Introduction to migrating to BigQuery"> Introduction to migrating to BigQuery </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Migrate your data warehouse to BigQuery using free-to-use tools that help you with each phase of migration. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="data-analysis" data-text="Data analysis" tabindex="-1">Data analysis</h2> <p class="showalways expandable-description"> Query massive datasets with SQL, geospatial analytics, and BI tools that support ad hoc and programmatic analysis as well as data sharing. </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="analytics-hub" data-text=" Analytics Hub " tabindex="-1"> <a href="/bigquery/docs/analytics-hub-introduction" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisAnalyticsHub" data-category="Data analysis link" data-label="Analytics Hub"> Analytics Hub </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Share data and insights at scale across organizational boundaries with a robust security and privacy framework. </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="bigquery-analytics" data-text=" BigQuery Analytics " tabindex="-1"> <a href="/bigquery/docs/query-overview" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisBigqueryAnalytics" data-category="Data analysis link" data-label="BigQuery Analytics"> BigQuery Analytics </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Maximize your data analysis investments when running analytic queries on large datasets. </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="bigquery-ml" data-text=" BigQuery ML " tabindex="-1"> <a href="/bigquery/docs/bqml-introduction" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisBigqueryMl" data-category="Data analysis link" data-label="BigQuery ML"> BigQuery ML </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Create and run machine learning (ML) models by using GoogleSQL queries, and access LLMs and Cloud AI APIs to perform artificial intelligence (AI) tasks like text generation or machine translation. </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="dataproc" data-text=" Dataproc " tabindex="-1"> <a href="/dataproc/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisDataproc" data-category="Data analysis link" data-label="Dataproc"> Dataproc </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Perform batch processing, querying, and streaming using a managed Apache Spark and Hadoop service. </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="earth-engine" data-text=" Earth Engine " tabindex="-1"> <a href="https://developers.google.com/earth-engine" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisEarthEngine" data-category="Data analysis link" data-label="Earth Engine"> Earth Engine </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Google Earth Engine is a geospatial processing service. With Earth Engine, you can perform geospatial processing at scale, powered by 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="looker" data-text=" Looker " tabindex="-1"> <a href="/looker/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisLooker" data-category="Data analysis link" data-label="Looker"> Looker </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Access, analyze, and act on an up-to-date, trusted version of your 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="looker-studio" data-text=" Looker Studio " tabindex="-1"> <a href="https://support.google.com/looker-studio#topic=6267740" track-type="categoryDataAnalyticsAndPipelines" track-name="dataAnalysisLookerStudio" data-category="Data analysis link" data-label="Looker Studio"> Looker Studio </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Tell great data stories to support better business decisions. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="data-governance" data-text="Data governance" tabindex="-1">Data governance</h2> <p class="showalways expandable-description"> Control and manage quality throughout the lifecycle of your data as you share it across and outside your organization. </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="data-catalog" data-text=" Data Catalog " tabindex="-1"> <a href="/data-catalog/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataGovernanceDataCatalog" data-category="Data governance link" data-label="Data Catalog"> Data Catalog </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Discover and understand your data using a fully managed and scalable data discovery and metadata management service. </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="dataplex" data-text=" Dataplex " tabindex="-1"> <a href="/dataplex/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataGovernanceDataplex" data-category="Data governance link" data-label="Dataplex"> Dataplex </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Organize your data into lakes and zones, and automate data management and governance to power analytics at 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="sensitive-data-protection" data-text=" Sensitive Data Protection " tabindex="-1"> <a href="/sensitive-data-protection/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataGovernanceSensitiveDataProtection" data-category="Data governance link" data-label="Sensitive Data Protection"> Sensitive Data Protection </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Discover and redact sensitive 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="introduction-to-data-governance-in-bigquery" data-text=" Introduction to data governance in BigQuery " tabindex="-1"> <a href="/bigquery/docs/data-governance" track-type="categoryDataAnalyticsAndPipelines" track-name="dataGovernanceIntroductionToDataGovernanceInBigquery" data-category="Data governance link" data-label="Introduction to data governance in BigQuery"> Introduction to data governance in BigQuery </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Implement and enforce BigQuery data governance policies. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="data-ingestion" data-text="Data ingestion" tabindex="-1">Data ingestion</h2> <p class="showalways expandable-description"> Migrate, stream, and batch-load data into a serverless, high-throughput storage architecture. </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="bigquery-data-transfer-service" data-text=" BigQuery Data Transfer Service " tabindex="-1"> <a href="/bigquery/docs/dts-introduction" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionBigqueryDataTransferService" data-category="Data ingestion link" data-label="BigQuery Data Transfer Service"> BigQuery Data Transfer Service </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Automates data movement into BigQuery on a scheduled, managed basis. Lay the foundation for a BigQuery data warehouse without writing code. </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-data-fusion" data-text=" Cloud Data Fusion " tabindex="-1"> <a href="/data-fusion/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionCloudDataFusion" data-category="Data ingestion link" data-label="Cloud Data Fusion"> Cloud Data Fusion </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Quickly build and manage data pipelines using fully managed, code-free data integration with a graphical 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="dataflow" data-text=" Dataflow " tabindex="-1"> <a href="/dataflow/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionDataflow" data-category="Data ingestion link" data-label="Dataflow"> Dataflow </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Develop real-time batch and stream data processing pipelines. </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="dataproc_1" data-text=" Dataproc " tabindex="-1"> <a href="/dataproc/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionDataproc" data-category="Data ingestion link" data-label="Dataproc"> Dataproc </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Perform batch processing, querying, and streaming using a managed Apache Spark and Hadoop service. </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="dataproc-metastore" data-text=" Dataproc Metastore " tabindex="-1"> <a href="/dataproc-metastore/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionDataprocMetastore" data-category="Data ingestion link" data-label="Dataproc Metastore"> Dataproc Metastore </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use a fully managed Apache Hive metastore (HMS) that runs on Google Cloud to manage your data lake and metadata. </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="dataproc-serverless" data-text=" Dataproc Serverless " tabindex="-1"> <a href="/dataproc-serverless/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionDataprocServerless" data-category="Data ingestion link" data-label="Dataproc Serverless"> Dataproc Serverless </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Use Dataproc Serverless to run Spark batch workloads without provisioning and managing your own cluster. </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="datastream" data-text=" Datastream " tabindex="-1"> <a href="/datastream/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionDatastream" data-category="Data ingestion link" data-label="Datastream"> Datastream </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> A serverless and easy-to-use change data capture (CDC) and replication service. </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-managed-service-for-apache-kafka" data-text=" Google Cloud Managed Service for Apache Kafka " tabindex="-1"> <a href="/managed-service-for-apache-kafka/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionGoogleCloudManagedServiceForApacheKafka" data-category="Data ingestion link" data-label="Google Cloud Managed Service for Apache Kafka"> Google Cloud Managed Service for Apache Kafka </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> A managed cloud service that lets you ingest Kafka streams directly into 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="pubsub" data-text=" Pub/Sub " tabindex="-1"> <a href="/pubsub/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionPub/sub" data-category="Data ingestion link" data-label="Pub/Sub"> Pub/Sub </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Ingest event streams from anywhere, at any 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="storage-transfer-service" data-text=" Storage Transfer Service " tabindex="-1"> <a href="/storage-transfer/docs/overview" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionStorageTransferService" data-category="Data ingestion link" data-label="Storage Transfer Service"> Storage Transfer Service </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Transfer data between Cloud Storage services such as AWS S3 and Cloud Storage. </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="transfer-appliance" data-text=" Transfer Appliance " tabindex="-1"> <a href="/transfer-appliance/docs/4.0/overview" track-type="categoryDataAnalyticsAndPipelines" track-name="dataIngestionTransferAppliance" data-category="Data ingestion link" data-label="Transfer Appliance"> Transfer Appliance </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Ship large volumes of data to Google Cloud using rackable storage. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="data-orchestration" data-text="Data orchestration" tabindex="-1">Data orchestration</h2> <p class="showalways expandable-description"> Organize and optimize your workload management chain with seamless connections across data sources and processes. </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-composer" data-text=" Cloud Composer " tabindex="-1"> <a href="/composer/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataOrchestrationCloudComposer" data-category="Data orchestration link" data-label="Cloud Composer"> Cloud Composer </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Create, schedule, monitor, and manage workflows using a fully managed orchestration service built on Apache Airflow. </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="dataform" data-text=" Dataform " tabindex="-1"> <a href="/dataform/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataOrchestrationDataform" data-category="Data orchestration link" data-label="Dataform"> Dataform </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Dataform offers an end-to-end experience that helps data teams build, version control, and orchestrate SQL workflows in BigQuery. </div> </div> </div> </div> </div> </devsite-expandable> <devsite-expandable > <h2 class="showalways expandable-header hide-from-toc" id="data-processing" data-text="Data processing" tabindex="-1">Data processing</h2> <p class="showalways expandable-description"> Transform your data with powerful ETL, SQL workflow, and DML tools. </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="dataflow_1" data-text=" Dataflow " tabindex="-1"> <a href="/dataflow/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataProcessingDataflow" data-category="Data processing link" data-label="Dataflow"> Dataflow </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Develop real-time batch and stream data processing pipelines. </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="dataproc_2" data-text=" Dataproc " tabindex="-1"> <a href="/dataproc/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="dataProcessingDataproc" data-category="Data processing link" data-label="Dataproc"> Dataproc </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Perform batch processing, querying, and streaming using a managed Apache Spark and Hadoop service. </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"> </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="what-is-vertex-ai" data-text=" What is Vertex AI? " tabindex="-1"> <a href="/vertex-ai/docs/start/introduction-unified-platform" track-type="categoryDataAnalyticsAndPipelines" track-name="relatedProducts,Guides,AndSitesWhatIsVertexAi?" data-category="Related products, guides, and sites link" data-label="What is Vertex AI?"> What is Vertex AI? </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Learn about the Vertex AI machine learning (ML) platform that lets you train and deploy ML models and AI applications, and customize large language models (LLMs) for use in your AI-powered 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="blockchain-analytics" data-text=" Blockchain Analytics " tabindex="-1"> <a href="/blockchain-analytics/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="relatedProducts,Guides,AndSitesBlockchainAnalytics" data-category="Related products, guides, and sites link" data-label="Blockchain Analytics"> Blockchain Analytics </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Get indexed blockchain data made available through BigQuery for easy analysis through SQL. </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="dataprep-by-trifacta" data-text=" Dataprep by Trifacta " tabindex="-1"> <a href="https://docs.trifacta.com/display/dp/" track-type="categoryDataAnalyticsAndPipelines" track-name="relatedProducts,Guides,AndSitesDataprepByTrifacta" data-category="Related products, guides, and sites link" data-label="Dataprep by Trifacta"> Dataprep by Trifacta </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Explore, clean, and prepare data for analysis. (Goes to external website.) </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="cortex-framework" data-text=" Cortex Framework " tabindex="-1"> <a href="/cortex/docs" track-type="categoryDataAnalyticsAndPipelines" track-name="relatedProducts,Guides,AndSitesCortexFramework" data-category="Related products, guides, and sites link" data-label="Cortex Framework"> Cortex Framework </a> </h3> <div class="category-section-card-description devsite-landing-row-item-description-content"> Accelerate business insights from multiple data sources using templates for data integration, processing, and visualization. </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>. 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