Prepare data for ingesting | Vertex AI Agent Builder

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track-name="resources" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Resources" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Resources </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> </ul> </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 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track-metadata-position="nav" data-overflow="devsite-tabs-wrapper" track-name="sales" 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-metadata-eventDetail="nav" track-metadata-position="nav" data-overflow="devsite-top-logo-row" referrerpolicy="no-referrer-when-downgrade" track-name="gcpCta" data-overflow-class="devsite-header-link devsite-top-button button cloud-free-trial-button cloud-free-trial-enabled cloud-button cloud-button--primary" track-type="freeTrial" data-overflow-container="right" 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 devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Discover</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/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/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/introduction" ><span class="devsite-nav-text" tooltip>What is Vertex AI Agent Builder?</span></a></li> <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>Introduction to Vertex AI Search</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/about-media" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/about-media" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/about-media" ><span class="devsite-nav-text" tooltip>Introduction to media search and recommendations</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/responsible-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/responsible-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/responsible-ai" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/data-governance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/data-governance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/data-governance" ><span class="devsite-nav-text" tooltip>Data governance and generative AI</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Get started with Vertex AI Search</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/try-it" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/try-it" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/try-it" ><span class="devsite-nav-text" tooltip>Try it!</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/before-you-begin" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/before-you-begin" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/before-you-begin" ><span class="devsite-nav-text" tooltip>Before you begin</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/access-control" ><span class="devsite-nav-text" tooltip>Access control with IAM</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>Tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/try-enterprise-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/try-enterprise-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/try-enterprise-search" ><span class="devsite-nav-text" tooltip>Get started with generic search</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/try-generic-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/try-generic-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/try-generic-recommendations" ><span class="devsite-nav-text" tooltip>Get started with generic recommendations</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/try-media-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/try-media-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/try-media-recommendations" ><span class="devsite-nav-text" tooltip>Get started with media recommendations</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/try-media-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/try-media-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/try-media-search" ><span class="devsite-nav-text" tooltip>Get started with media 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>Checklists for app creation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/about-checklists" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/about-checklists" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/about-checklists" ><span class="devsite-nav-text" tooltip>About the checklists</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/generic-search-checklist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/generic-search-checklist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/generic-search-checklist" ><span class="devsite-nav-text" tooltip>Generic search checklist</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/website-search-checklist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/website-search-checklist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/website-search-checklist" ><span class="devsite-nav-text" tooltip>Website search checklist</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/generic-recommendations-checklist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/generic-recommendations-checklist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/generic-recommendations-checklist" ><span class="devsite-nav-text" tooltip>Generic recommendations checklist</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/media-search-checklist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/media-search-checklist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/media-search-checklist" ><span class="devsite-nav-text" tooltip>Media search checklist</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/media-recommendations-checklist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/media-recommendations-checklist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/media-recommendations-checklist" ><span class="devsite-nav-text" tooltip>Media recommendations checklist</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/healthcare-search-checklist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/healthcare-search-checklist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/healthcare-search-checklist" ><span class="devsite-nav-text" tooltip>Healthcare search checklist</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Create in Vertex AI Search</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/create-datastore-ingest" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-datastore-ingest" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-datastore-ingest" ><span class="devsite-nav-text" tooltip>About apps and data stores</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/prepare-data" ><span class="devsite-nav-text" tooltip>Prepare data for ingesting</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/provide-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/provide-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/provide-schema" ><span class="devsite-nav-text" tooltip>Provide or auto-detect a schema</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/parse-chunk-documents" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/parse-chunk-documents" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/parse-chunk-documents" ><span class="devsite-nav-text" tooltip>Parse and chunk documents</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>Advanced features</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/about-advanced-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/about-advanced-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/about-advanced-features" ><span class="devsite-nav-text" tooltip>About advanced features</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/estimate-size-web-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/estimate-size-web-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/estimate-size-web-data" ><span class="devsite-nav-text" tooltip>Get an estimate of monthly storage costs</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/domain-verification" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/domain-verification" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/domain-verification" ><span class="devsite-nav-text" tooltip>Verify website 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>Create generic search experiences</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/create-data-store-es" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-data-store-es" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-data-store-es" ><span class="devsite-nav-text" tooltip>Create a search data store</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/connect-third-party-data-source" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/connect-third-party-data-source" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/connect-third-party-data-source" ><span class="devsite-nav-text" tooltip>Connect a third-party data source</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/create-engine-es" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-engine-es" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-engine-es" ><span class="devsite-nav-text" tooltip>Create a search app</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>Create generic recommendations experiences</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/create-data-store-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-data-store-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-data-store-recommendations" ><span class="devsite-nav-text" tooltip>Create a generic recommendations data store</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/create-generic-recommendations-app" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-generic-recommendations-app" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-generic-recommendations-app" ><span class="devsite-nav-text" tooltip>Create a generic recommendations app</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></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>Create media experiences</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/media-documents" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/media-documents" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/media-documents" ><span class="devsite-nav-text" tooltip>About media documents and data stores</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/about-media-recommendations-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/about-media-recommendations-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/about-media-recommendations-types" ><span class="devsite-nav-text" tooltip>About media app recommendations types</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/create-data-store-media" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-data-store-media" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-data-store-media" ><span class="devsite-nav-text" tooltip>Create a media data store</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/create-app-media" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-app-media" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-app-media" ><span class="devsite-nav-text" tooltip>Create media apps</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>Create healthcare experiences</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/create-data-store-hc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-data-store-hc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-data-store-hc" ><span class="devsite-nav-text" tooltip>Create a healthcare search data store</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/create-app-hc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/create-app-hc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/create-app-hc" ><span class="devsite-nav-text" tooltip>Create a healthcare search app</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>Work with user events</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/user-events" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/user-events" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/user-events" ><span class="devsite-nav-text" tooltip>About user events</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/import-user-events" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/import-user-events" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/import-user-events" ><span class="devsite-nav-text" tooltip>Import historical user events</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/record-user-events" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/record-user-events" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/record-user-events" ><span class="devsite-nav-text" tooltip>Record real-time user events</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Configure Vertex AI Search</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/configure-field-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/configure-field-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/configure-field-settings" ><span class="devsite-nav-text" tooltip>Configure field settings</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>Configure autocomplete</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/configure-autocomplete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/configure-autocomplete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/configure-autocomplete" ><span class="devsite-nav-text" tooltip>Basic autocomplete</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/configure-advanced-autocomplete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/configure-advanced-autocomplete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/configure-advanced-autocomplete" ><span class="devsite-nav-text" tooltip>Advanced autocomplete</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/configure-serving-controls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/configure-serving-controls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/configure-serving-controls" ><span class="devsite-nav-text" tooltip>Configure serving controls for search</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>Configure the search widget</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/configure-widget-attributes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/configure-widget-attributes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/configure-widget-attributes" ><span class="devsite-nav-text" tooltip>Configure results for the search widget</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/configure-widget-facets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/configure-widget-facets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/configure-widget-facets" ><span class="devsite-nav-text" tooltip>Configure facets for the search widget</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/configure-feedback" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/configure-feedback" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/configure-feedback" ><span class="devsite-nav-text" tooltip>Configure widget feedback</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/tune-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/tune-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/tune-search" ><span class="devsite-nav-text" tooltip>Improve search results with search tuning</span></a></li> <li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/bring-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/bring-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/bring-embeddings" ><span class="devsite-nav-text" tooltip>Use custom embeddings</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li> <li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/data-source-access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/data-source-access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/data-source-access-control" ><span class="devsite-nav-text" tooltip>Use data source access control</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></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>Configure media recommendations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/serving-configs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/serving-configs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/serving-configs" ><span class="devsite-nav-text" tooltip>Create and manage media serving configs</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/media-recommendations-boost-bury" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/media-recommendations-boost-bury" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/media-recommendations-boost-bury" ><span class="devsite-nav-text" tooltip>Boost and bury media recommendations</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/diversify-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/diversify-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/diversify-recommendations" ><span class="devsite-nav-text" tooltip>Diversify media recommendations</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/demote-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/demote-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/demote-recommendations" ><span class="devsite-nav-text" tooltip>Demote media recommendations</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/train-tune-media" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/train-tune-media" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/train-tune-media" ><span class="devsite-nav-text" tooltip>Train and tune media apps</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Migrate to Vertex AI Search</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/migrate-from-cse" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/migrate-from-cse" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/migrate-from-cse" ><span class="devsite-nav-text" tooltip>Migrate from Custom Search Site Restricted JSON API</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/migrate-from-discovery-for-media" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/migrate-from-discovery-for-media" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/migrate-from-discovery-for-media" ><span class="devsite-nav-text" tooltip>Switch from Discovery for Media to media recommendations</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Deploy Vertex AI Search</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/preview-search-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/preview-search-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/preview-search-results" ><span class="devsite-nav-text" tooltip>Get search results</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/answer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/answer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/answer" ><span class="devsite-nav-text" tooltip>Get answers and follow-ups</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/stream-answer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/stream-answer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/stream-answer" ><span class="devsite-nav-text" tooltip>Stream answers</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/preamble" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/preamble" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/preamble" ><span class="devsite-nav-text" tooltip>About custom preambles</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/search-hc-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/search-hc-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/search-hc-data" ><span class="devsite-nav-text" tooltip>Search healthcare data</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>Filter search</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/filter-search-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/filter-search-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/filter-search-metadata" ><span class="devsite-nav-text" tooltip>Filter generic search for structured or unstructured data</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/filter-website-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/filter-website-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/filter-website-search" ><span class="devsite-nav-text" tooltip>Filter website search</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/filter-media-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/filter-media-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/filter-media-search" ><span class="devsite-nav-text" tooltip>Filter media search</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/filter-hc-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/filter-hc-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/filter-hc-search" ><span class="devsite-nav-text" tooltip>Filter healthcare search</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/filter-by-relevance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/filter-by-relevance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/filter-by-relevance" ><span class="devsite-nav-text" tooltip>Filter by document-level relevance</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/natural-language-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/natural-language-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/natural-language-queries" ><span class="devsite-nav-text" tooltip>Filter with natural-language understanding</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/boost-search-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/boost-search-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/boost-search-results" ><span class="devsite-nav-text" tooltip>Boost search results</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>Order search results</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/order-web-search-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/order-web-search-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/order-web-search-results" ><span class="devsite-nav-text" tooltip>Order web search results</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/order-structured-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/order-structured-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/order-structured-results" ><span class="devsite-nav-text" tooltip>Order results from structured data stores</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/order-hc-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/order-hc-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/order-hc-results" ><span class="devsite-nav-text" tooltip>Order healthcare search results</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/snippets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/snippets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/snippets" ><span class="devsite-nav-text" tooltip>Get snippets and extractive content</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/answer-generation-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/answer-generation-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/answer-generation-models" ><span class="devsite-nav-text" tooltip>Answer generation model versions</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/preview-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/preview-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/preview-recommendations" ><span class="devsite-nav-text" tooltip>Get recommendations</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/filter-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/filter-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/filter-recommendations" ><span class="devsite-nav-text" tooltip>Filter recommendations</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/add-widget" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/add-widget" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/add-widget" ><span class="devsite-nav-text" tooltip>Add the search widget to a web page</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/image-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/image-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/image-search" ><span class="devsite-nav-text" tooltip>Search for images on websites</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/get-search-summaries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/get-search-summaries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/get-search-summaries" ><span class="devsite-nav-text" tooltip>Get search summaries</span></a></li> <li class="devsite-nav-item devsite-nav-deprecated"><a href="/generative-ai-app-builder/docs/multi-turn-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/multi-turn-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/multi-turn-search" ><span class="devsite-nav-text" tooltip>Search with follow-ups</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 devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Monitor Vertex AI Search</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/view-analytics" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/view-analytics" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/view-analytics" ><span class="devsite-nav-text" tooltip>View analytics</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/monitor-api" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/monitor-api" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/monitor-api" ><span class="devsite-nav-text" tooltip>Monitor API methods</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/long-running-operations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/long-running-operations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/long-running-operations" ><span class="devsite-nav-text" tooltip>Monitor long-running operations</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/audit-logging" ><span class="devsite-nav-text" tooltip>Audit logging</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Maintain Vertex AI Search</span> </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>Refresh data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/refresh-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/refresh-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/refresh-data" ><span class="devsite-nav-text" tooltip>Refresh structured and unstructured data</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/index-refresh-sitemap" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/index-refresh-sitemap" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/index-refresh-sitemap" ><span class="devsite-nav-text" tooltip>Index and refresh web pages using sitemaps</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/recrawl-websites" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/recrawl-websites" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/recrawl-websites" ><span class="devsite-nav-text" tooltip>Refresh web pages using automatic and manual refresh</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/refresh-hc-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/refresh-hc-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/refresh-hc-data" ><span class="devsite-nav-text" tooltip>Refresh healthcare data</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 schemas</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/update-schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/update-schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/update-schemas" ><span class="devsite-nav-text" tooltip>Update a schema</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/get-schema-definition" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/get-schema-definition" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/get-schema-definition" ><span class="devsite-nav-text" tooltip>View a schema definition</span></a></li><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/fhir-schema-reference" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/fhir-schema-reference" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/fhir-schema-reference" ><span class="devsite-nav-text" tooltip>Healthcare FHIR R4 data schema reference</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/check-media-data-quality" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/check-media-data-quality" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/check-media-data-quality" ><span class="devsite-nav-text" tooltip>Check data quality for media recommendations</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/manage-user-events" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/manage-user-events" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/manage-user-events" ><span class="devsite-nav-text" tooltip>Manage user events</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/delete-datastores" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/delete-datastores" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/delete-datastores" ><span class="devsite-nav-text" tooltip>Purge data from a data store</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/delete-schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/delete-schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/delete-schemas" ><span class="devsite-nav-text" tooltip>Delete a schema for structured data</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/delete-engine" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/delete-engine" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/delete-engine" ><span class="devsite-nav-text" tooltip>Delete an app</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/delete-a-data-store" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/delete-a-data-store" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/delete-a-data-store" ><span class="devsite-nav-text" tooltip>Delete a data store</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/enterprise-edition" 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-edition" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/enterprise-edition" ><span class="devsite-nav-text" tooltip>Turn Enterprise Edition on or off</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/advanced-llm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/advanced-llm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/advanced-llm" ><span class="devsite-nav-text" tooltip>Turn advanced LLM features on or off</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>Advanced website indexing</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/turn-on-advanced-indexing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/turn-on-advanced-indexing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/turn-on-advanced-indexing" ><span class="devsite-nav-text" tooltip>Turn on advanced website indexing</span></a></li><li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/add-website-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/add-website-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/add-website-metadata" ><span class="devsite-nav-text" tooltip>Use structured data for advanced website indexing</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-beta"><a href="/generative-ai-app-builder/docs/evaluate-search-quality" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/evaluate-search-quality" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/evaluate-search-quality" ><span class="devsite-nav-text" tooltip>Evaluate search quality</span><span class="devsite-nav-icon material-icons" data-icon="beta" data-title="Beta" aria-hidden="true"></span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Administer</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/turn-off-enterprise-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/turn-off-enterprise-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/turn-off-enterprise-search" ><span class="devsite-nav-text" tooltip>Turn off Vertex AI Agent Builder</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/access-transparency" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/access-transparency" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/access-transparency" ><span class="devsite-nav-text" tooltip>Enable Access Transparency for Vertex AI Search</span></a></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/cmek" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/cmek" track-type="bookNav" track-name="click" track-metadata-eventdetail="/generative-ai-app-builder/docs/cmek" ><span class="devsite-nav-text" tooltip>Customer-managed encryption keys for Vertex AI Agent Builder</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>DIY search and RAG</span> </div></li> <li class="devsite-nav-item"><a href="/generative-ai-app-builder/docs/builder-apis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /generative-ai-app-builder/docs/builder-apis" 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bucket="Documentation" context="" version="t-devsite-webserver-20250220-r00-rc00.467186154483790716" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/vdbb152dfd6ef5e309aa1d261d45f3fd443aed2691cbfba3f9f80f8a4012a0a8f/cloud/images/favicons/onecloud/super_cloud.png" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Prepare data for ingesting </h1> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <p>How you prepare data depends on the kind of data you're importing and the way you choose to import it. Start with what kind of data you plan to import:</p> <ul> <li><a href="#website">Website data</a></li> <li><a href="#unstructured">Unstructured data</a></li> <li><a href="#structured">Structured data</a></li> <li><a href="#third-party">Third-party data sources</a></li> <li><a href="#structured-media">Structured media data</a></li> <li><a href="#hc-fhir-data">Healthcare FHIR data</a></li> </ul> <p>For information about blended search, where multiple data stores can be connected to a single generic search app, see <a href="/generative-ai-app-builder/docs/create-datastore-ingest#blended">About connecting multiple data stores</a>.</p> <h2 id="website" data-text="Website data" tabindex="-1">Website data</h2> <p>When you create a data store for website data, you provide the URLs of web pages that Google should crawl and index for searching or recommending.</p> <p>Before indexing your website data:</p> <ul> <li><p>Decide which URL patterns to include in your indexing and which to exclude.</p> <ul> <li><p><strong>Exclude the patterns for dynamic URLs</strong>. Dynamic URLs are URLs that change at the time of serving depending on the request.</p> <p>For example, the URL patterns for the web pages that serve the search results, such as <code translate="no" dir="ltr">www.example.com/search/*</code>. Suppose, a user searches for the phrase <code translate="no" dir="ltr">Nobel prize</code>, the dynamic search URL might be a unique URL: <code translate="no" dir="ltr">www.example.com/search?q=nobel%20prize/<var translate="no">UNIQUE_STRING</var></code>. If the URL pattern <code translate="no" dir="ltr">www.example.com/search/*</code> is not excluded, then all such unique, dynamic search URLs that follow this pattern are indexed. This results in a bloated index and a diluted search quality.</p></li> <li><p><strong>Eliminate duplicate URLs using canonical URL patterns</strong>. This provides a single canonical URL for Google Search when crawling the website and removes ambiguity. For examples of canonicalization and more information, see <a href="https://developers.google.com/search/docs/crawling-indexing/canonicalization">What is URL canonicalization</a> and <a href="https://developers.google.com/search/docs/crawling-indexing/consolidate-duplicate-urls">How to specify a canonical URL with rel="canonical" and other methods</a>.</p></li> </ul></li> <li><p>You can include URL patterns either from the same or different domains that need to be indexed and exclude patterns that must not be indexed. The number of URL patterns that you can include and exclude differs in the following way: <table> <tr> <th>Indexing type </th> <th>Included sites </th> <th>Excluded sites </th> </tr> <tr> <td>Basic website search </td> <td> Maximum of 50 URL patterns </td> <td> Maximum of 50 URL patterns </td> </tr> <tr> <td>Advanced website indexing </td> <td> Maximum of 500 URL patterns </td> <td> Maximum of 500 URL patterns </td> </tr> </table></p></li> <li><p>Check that the web pages you plan to provide are not using robots.txt to block indexing. For more information, see <a href="https://developers.google.com/search/docs/crawling-indexing/robots/intro">Introduction to robot.txt</a>.</p></li> <li><p>If you plan to use <a href="/generative-ai-app-builder/docs/about-advanced-features">Advanced website indexing</a>, you must be able to <a href="/generative-ai-app-builder/docs/domain-verification">verify the domains</a> for the URL patterns in your data store.</p></li> <li><p>Add structured data in the form of <code translate="no" dir="ltr">meta</code> tags and PageMaps to your data store schema to enrich your indexing as explained in <a href="/generative-ai-app-builder/docs/add-website-metadata">Use structured data for advanced website indexing</a>.</p></li> </ul> <h2 id="unstructured" data-text="Unstructured data" tabindex="-1">Unstructured data</h2> <p>Vertex AI Search supports search over documents that are in HTML, PDF with embedded text, and TXT format. PPTX and DOCX formats are available in Preview.</p> <p>You import your documents from a <a href="/storage/docs" track-type="tasks" track-name="internalLink" track-metadata-position="body">Cloud Storage</a> bucket. You can import using Google Cloud console, by the <code translate="no" dir="ltr">ImportDocuments</code> method, or by streaming ingestion through CRUD methods. For API reference information, see <a href="/generative-ai-app-builder/docs/reference/rpc/google.cloud.discoveryengine.v1#documentservice">DocumentService</a> and <a href="/generative-ai-app-builder/docs/reference/rest/v1/projects.locations.collections.dataStores.branches.documents"><code translate="no" dir="ltr">documents</code></a>.</p> <p>The following table lists the file size limits of each file type with different configurations (for more information, see <a href="/generative-ai-app-builder/docs/parse-chunk-documents">Parse and chunk documents</a>). You can import up to 100,000 files at a time.</p> <table> <thead> <tr> <th>File type</th> <th>Default import</th> <th>Import with layout-aware document chunking</th> <th>Import with layout parser</th> </tr> </thead> <tbody> <tr> <td>Text-based files such as HTML, TXT, JSON, XHTML, and XML</td> <td>< 2.5 MB</td> <td>< 10 MB</td> <td>< 10 MB</td> </tr> <tr> <td>PPTX, DOCX, and XLSX</td> <td>< 200 MB</td> <td>< 200 MB</td> <td>< 200 MB</td> </tr> <tr> <td>PDF</td> <td>< 200 MB</td> <td>< 200 MB</td> <td>< 40 MB</td> </tr> </tbody> </table> <p>If you plan to include embeddings in your unstructured data, see <a href="/generative-ai-app-builder/docs/bring-embeddings">Use custom embeddings</a>.</p> <p>If you have non-searchable PDFs (scanned PDFs or PDFs with text inside images, such as infographics) we recommend turning on optical character recognition (OCR) processing during data store creation. This allows Vertex AI Search to extract elements such as text blocks and tables. If you have searchable PDFs that are mostly composed of machine-readable text and contain many tables, you can consider turning on OCR processing with the option for machine-readable text enabled in order to improve detection and parsing. For more information, see <a href="/generative-ai-app-builder/docs/parse-chunk-documents">Parse and chunk documents</a>.</p> <p>If you want to use Vertex AI Search for retrieval-augmented generation (RAG), turn on document chunking when you create your data store. For more information, see <a href="/generative-ai-app-builder/docs/parse-chunk-documents">Parse and chunk documents</a>.</p> <p>You can import unstructured data from the following sources:</p> <ul> <li><a href="#storage-unstructured">Cloud Storage</a></li> <li><a href="#bigquery-unstructured">BigQuery</a></li> <li><a href="#drive">Google Drive</a></li> </ul> <h3 id="storage-unstructured" data-text="Cloud Storage" tabindex="-1">Cloud Storage</h3> <p>You can import data from Cloud Storage with or without metadata.</p> <p>Data import is not recursive. That is, if there are folders within the bucket or folder that you specify, files within those folders are not imported.</p> <p>If you plan to import documents from Cloud Storage without metadata, put your documents directly into a Cloud Storage bucket. The document ID is an example of metadata.</p> <p>For testing, you can use the following publicly available Cloud Storage folders, which contain PDFs:</p> <ul> <li><code translate="no" dir="ltr">gs://cloud-samples-data/gen-app-builder/search/alphabet-investor-pdfs</code></li> <li><code translate="no" dir="ltr">gs://cloud-samples-data/gen-app-builder/search/CUAD_v1</code></li> <li><code translate="no" dir="ltr">gs://cloud-samples-data/gen-app-builder/search/kaiser-health-surveys</code></li> <li><code translate="no" dir="ltr">gs://cloud-samples-data/gen-app-builder/search/stanford-cs-224</code></li> </ul> <p>If you plan to import data from Cloud Storage with metadata, put a JSON file that contains the metadata into a Cloud Storage bucket whose location you provide during import.</p> <p>Your unstructured documents can be in the same Cloud Storage bucket as your metadata or a different one.</p> <p>The metadata file must be a <a href="https://jsonlines.org/" target="external" track-type="tasks" track-name="externalLink" track-metadata-position="body" class="external">JSON Lines</a> or an NDJSON file. The document ID is an example of metadata. Each row of the metadata file must follow one of the following JSON formats:</p> <ul> <li>Using <code translate="no" dir="ltr">jsonData</code>: <ul> <li><code translate="no" dir="ltr">{ "id": "<your-id>", "jsonData": "<JSON string>", "content": { "mimeType": "<application/pdf or text/html>", "uri": "gs://<your-gcs-bucket>/directory/filename.pdf" } }</code></li> </ul></li> <li>Using <code translate="no" dir="ltr">structData</code>: <ul> <li><code translate="no" dir="ltr">{ "id": "<your-id>", "structData": { <JSON object> }, "content": { "mimeType": "<application/pdf or text/html>", "uri": "gs://<your-gcs-bucket>/directory/filename.pdf" } }</code></li> </ul></li> </ul> <p>Use the <code translate="no" dir="ltr">uri</code> field in each row to point to the Cloud Storage location of the document.</p> <p>Here is an example of an NDJSON metadata file for an unstructured document. In this example, each line of the metadata file points to a PDF document and contains the metadata for that document. The first two lines use <code translate="no" dir="ltr">jsonData</code> and the second two lines use <code translate="no" dir="ltr">structData</code>. With <code translate="no" dir="ltr">structData</code> you don't need to escape quotation marks that appear within quotation marks.</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded><code translate="no" dir="ltr">{"id":"doc-0","jsonData":"{\"title\":\"test_doc_0\",\"description\":\"This document uses a blue color theme\",\"color_theme\":\"blue\"}","content":{"mimeType":"application/pdf","uri":"gs://test-bucket-12345678/test_doc_0.pdf"}} {"id":"doc-1","jsonData":"{\"title\":\"test_doc_1\",\"description\":\"This document uses a green color theme\",\"color_theme\":\"green\"}","content":{"mimeType":"application/pdf","uri":"gs://test-bucket-12345678/test_doc_1.pdf"}} {"id":"doc-2","structData":{"title":"test_doc_2","description":"This document uses a red color theme","color_theme":"red"},"content":{"mimeType":"application/pdf","uri":"gs://test-bucket-12345678/test_doc_3.pdf"}} {"id":"doc-3","structData":{"title":"test_doc_3","description":"This is document uses a yellow color theme","color_theme":"yellow"},"content":{"mimeType":"application/pdf","uri":"gs://test-bucket-12345678/test_doc_4.pdf"}} </code></pre></devsite-code> <p>To create your data store, see <a href="/generative-ai-app-builder/docs/create-data-store-es">Create a search data store</a>.</p> <h3 id="bigquery-unstructured" data-text="BigQuery" tabindex="-1">BigQuery</h3> <p>If you plan to import metadata from BigQuery, create a BigQuery table that contains metadata. The document ID is an example of metadata.</p> <p>Put your unstructured documents into a Cloud Storage bucket.</p> <p>Use the following BigQuery schema. Use the <code translate="no" dir="ltr">uri</code> field in each record to point to the Cloud Storage location of the document.</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded><code translate="no" dir="ltr">[ { "name": "id", "mode": "REQUIRED", "type": "STRING", "fields": [] }, { "name": "jsonData", "type": "STRING", "fields": [] }, { "name": "content", "type": "RECORD", "mode": "NULLABLE", "fields": [ { "name": "mimeType", "type": "STRING", "mode": "NULLABLE" }, { "name": "uri", "type": "STRING", "mode": "NULLABLE" } ] } ] </code></pre></devsite-code> <p>For more information, see <a href="/bigquery/docs/tables">Create and use tables</a> in the BigQuery documentation.</p> <p>To create your data store, see <a href="/generative-ai-app-builder/docs/create-data-store-es">Create a search data store</a>.</p> <h3 id="drive" data-text="Google Drive" tabindex="-1">Google Drive</h3> <p>Syncing data from Google Drive is supported for generic search.</p> <p>If you plan to import data from Google Drive, you must set up Google Identity as your identity provider in Vertex AI Agent Builder. For information about setting up access control, see <a href="/generative-ai-app-builder/docs/data-source-access-control">Use data source access control</a>.</p> <p>To create your data store, see <a href="/generative-ai-app-builder/docs/create-data-store-es">Create a search data store</a>.</p> <h2 id="structured" data-text="Structured data" tabindex="-1">Structured data</h2> <p>Prepare your data according to the import method that you plan to use. If you plan to ingest media data, also see <a href="#structured-media">Structured media data</a>.</p> <p>You can import structured data from the following sources:</p> <ul> <li><a href="#storage-structured">Cloud Storage</a></li> <li><a href="#json-data-api">Local JSON data</a></li> <li><a href="#third-party">Third-party data sources</a> (Preview with allowlist)</li> </ul> <p>When you import structured data from BigQuery or from Cloud Storage, you are given the option to import the data with metadata. (Structured with metadata is also referred to as <em>enhanced structured data</em>.)</p> <h3 id="bigquery-structured" data-text="BigQuery" tabindex="-1">BigQuery</h3> <p>You can import structured data from BigQuery datasets.</p> <p>Your schema is auto-detected. After importing, Google recommends that you edit the auto-detected schema to map key properties, such as titles. If you import using the API instead of the Google Cloud console, you have the option to provide your own schema as a JSON object. For more information, see <a href="/generative-ai-app-builder/docs/provide-schema">Provide or auto-detect a schema</a>.</p> <p>For examples of publicly available structured data, see the <a href="/bigquery/public-data" track-type="tasks" track-name="internalLink" track-metadata-position="body">BigQuery public datasets</a>.</p> <p>If you plan to include embeddings in your structured data, see <a href="/generative-ai-app-builder/docs/bring-embeddings">Use custom embeddings</a>.</p> <p>If you select to import structured data with metadata, you include two fields in your BigQuery tables:</p> <ul> <li><p>An <code translate="no" dir="ltr">id</code> field to identify the document. If you import structured data without metadata, then the <code translate="no" dir="ltr">id</code> is generated for you. Including metadata lets you specify the value of <code translate="no" dir="ltr">id</code>.</p></li> <li><p>A <code translate="no" dir="ltr">jsonData</code> field that contains the data. For examples of <code translate="no" dir="ltr">jsonData</code> strings, see the preceding section <a href="#storage-unstructured">Cloud Storage</a>.</p></li> </ul> <p>Use the following BigQuery schema for structured data with metadata imports:</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded><code translate="no" dir="ltr">[ { "name": "id", "mode": "REQUIRED", "type": "STRING", "fields": [] }, { "name": "jsonData", "mode": "NULLABLE", "type": "STRING", "fields": [] } ] </code></pre></devsite-code> <p>For instructions on creating your data store, see <a href="/generative-ai-app-builder/docs/create-data-store-es">Create a search data store</a> or <a href="/generative-ai-app-builder/docs/create-data-store-recommendations">Create a recommendations data store</a>.</p> <h3 id="storage-structured" data-text="Cloud Storage" tabindex="-1">Cloud Storage</h3> <p>Structured data in Cloud Storage must be in either <a href="https://jsonlines.org/" target="external" track-type="tasks" track-name="externalLink" track-metadata-position="body" class="external">JSON Lines</a> or NDJSON format. Each file must be 2 GB or smaller. You can import up to 100 files at a time.</p> <p>For examples of publicly available structured data, refer to the following folders in Cloud Storage, which contain NDJSON files:</p> <ul> <li><code translate="no" dir="ltr">gs://cloud-samples-data/gen-app-builder/search/kaggle_movies</code></li> <li><code translate="no" dir="ltr">gs://cloud-samples-data/gen-app-builder/search/austin_311</code></li> </ul> <p>If you plan to include embeddings in your structured data, see <a href="/generative-ai-app-builder/docs/bring-embeddings">Use custom embeddings</a>.</p> <p>Here is an example of an NDJSON metadata file of structured data. Each line of the file represents a document and is made up of a set of fields.</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded><code translate="no" dir="ltr">{"hotel_id": 10001, "title": "Hotel 1", "location": {"address": "1600 Amphitheatre Parkway, Mountain View, CA 94043"}, "available_date": "2024-02-10", "non_smoking": true, "rating": 3.7, "room_types": ["Deluxe", "Single", "Suite"]} {"hotel_id": 10002, "title": "Hotel 2", "location": {"address": "Manhattan, New York, NY 10001"}, "available_date": "2023-07-10", "non_smoking": false, "rating": 5.0, "room_types": ["Deluxe", "Double", "Suite"]} {"hotel_id": 10003, "title": "Hotel 3", "location": {"address": "Moffett Park, Sunnyvale, CA 94089"}, "available_date": "2023-06-24", "non_smoking": true, "rating": 2.5, "room_types": ["Double", "Penthouse", "Suite"]} </code></pre></devsite-code> <p>To create your data store, see <a href="/generative-ai-app-builder/docs/create-data-store-es">Create a search data store</a> or <a href="/generative-ai-app-builder/docs/create-data-store-recommendations">Create a recommendations data store</a>.</p> <p>For information about formatting FAQ data in CSV files for chat apps, see <a href="/dialogflow/cx/docs/concept/data-store#structured">Structured data store</a> in the Dialogflow CX documentation.</p> <h3 id="json-data-api" data-text="Local JSON data" tabindex="-1">Local JSON data</h3> <p>You can directly upload a JSON document or object using the API.</p> <p>Google recommends providing your own schema as a JSON object for better results. If you don't provide your own schema, the schema is auto-detected. After importing, we recommend that you edit the auto-detected schema to map key properties, such as titles. For more information, see <a href="/generative-ai-app-builder/docs/provide-schema">Provide or auto-detect a schema</a>.</p> <p>If you plan to include embeddings in your structured data, see <a href="/generative-ai-app-builder/docs/bring-embeddings">Use custom embeddings</a>.</p> <p>To create your data store, see <a href="/generative-ai-app-builder/docs/create-data-store-es">Create a search data store</a> or <a href="/generative-ai-app-builder/docs/create-data-store-recommendations">Create a recommendations data store</a>.</p> <h2 id="structured-media" data-text="Structured media data" tabindex="-1">Structured media data</h2> <p>If you plan to ingest structured media data, such as videos, news, or music, review the following:</p> <ul> <li>Information about your import method (BigQuery or Cloud Storage): <a href="#structured">Structured data</a></li> <li>Required schemas and fields for media documents and data stores: <a href="/generative-ai-app-builder/docs/media-documents">About media documents and data stores</a></li> <li>User event requirements and schemas: <a href="/generative-ai-app-builder/docs/user-events">About user events</a></li> <li>Information about media recommendations types: <a href="/generative-ai-app-builder/docs/about-media-recommendations-types">About media recommendations types</a></li> </ul> <h2 id="third-party" data-text="Third-party data sources" tabindex="-1">Third-party data sources</h2> <aside class="note"><strong>Note:</strong><span> This feature is a Preview offering, subject to the "Pre-GA Offerings Terms" of the <a href="https://cloud.google.com/terms/service-terms">GCP Service Specific Terms</a>. Pre-GA products and features may have limited support, and changes to pre-GA products and features may not be compatible with other pre-GA versions. For more information, see the <a href="https://cloud.google.com/products#product-launch-stages">launch stage descriptions</a>. Further, by using this feature, you agree to the <a href="https://cloud.google.com/trustedtester/aitos">Generative AI Preview terms and conditions</a> ("Preview Terms"). For this feature, you can process personal data as outlined in the <a href="https://cloud.google.com/terms/data-processing-terms">Cloud Data Processing Addendum</a>, subject to applicable restrictions and obligations in the Agreement (as defined in the Preview Terms).</p> </span></aside> <p>Ingesting from third-party data sources is a preview with allowlist feature.</p> <p>Third-party data source connections are supported for generic search.</p> <p>When you connect a third-party data source, the data is initially ingested and then is synced to Vertex AI Search at a frequency that you specify.</p> <p>Before setting up your data source connection, you must set up access control for your data source. For information about setting up access control, see <a href="/generative-ai-app-builder/docs/data-source-access-control">Use data source access control</a>.</p> <p>For required credentials to connect a data source, go to the documentation for connecting the third-party data source that you plan to ingest from:</p> <ul> <li><a href="/generative-ai-app-builder/docs/connect-third-party-data-source#confluence">Connect Confluence</a></li> <li><a href="/generative-ai-app-builder/docs/connect-third-party-data-source#jira">Connect Jira Cloud</a></li> <li><a href="/generative-ai-app-builder/docs/connect-third-party-data-source#salesforce">Connect Salesforce</a></li> <li><a href="/generative-ai-app-builder/docs/connect-third-party-data-source#servicenow">Connect ServiceNow</a></li> <li><a href="/generative-ai-app-builder/docs/connect-third-party-data-source#slack">Connect Slack</a></li> </ul> <h2 id="hc-fhir-data" data-text="Healthcare FHIR data" tabindex="-1">Healthcare FHIR data</h2> <p>If you plan to ingest FHIR data from Cloud Healthcare API, ensure the following:</p> <ul> <li>Location: The source FHIR store must be in a Cloud Healthcare API dataset that's in the <code translate="no" dir="ltr">us-central1</code>, <code translate="no" dir="ltr">us</code>, or <code translate="no" dir="ltr">eu</code> location. For more information, see <a href="/healthcare-api/docs/datasets">Create and manage datasets in Cloud Healthcare API</a>.</li> <li>FHIR store type: The source FHIR store must be an R4 data store. You can check the versions of your FHIR stores by <a href="/healthcare-api/docs/how-tos/fhir#listing_the_fhir_stores_in_a_dataset">listing the FHIR stores in your dataset</a>. To create a FHIR R4 store, see <a href="/healthcare-api/docs/how-tos/fhir#creating_a_fhir_store">Create FHIR stores</a>.</li> <li>Import quota: The source FHIR store must have fewer than 1 million FHIR resources. If there are more than 1 million FHIR resources, the import process stops after this limit is reached. For more information, see <a href="/generative-ai-app-builder/quotas">Quotas and limits</a>.</li> <li>The files referenced in a <a href="https://hl7.org/fhir/R4/documentreference.html"><code translate="no" dir="ltr">DocumentReference</code> resource</a> must be PDF, RTF, or image files that are stored in Cloud Storage. The link to the referenced files must be in the <code translate="no" dir="ltr">content[].attachment.url</code> field of the resource in the standard Cloud Storage path format: <code translate="no" dir="ltr">gs://<var translate="no">BUCKET_NAME</var>/<var translate="no">PATH_TO_REFERENCED_FILE</var></code>.</li> <li>Review the list of FHIR R4 resources that Vertex AI Search supports. 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