Building scalable applications with Firestore

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src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#anthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Anthos </div> <div class="devsite-nav-item-description"> Platform for modernizing existing apps and building new ones. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/looker" track-type="navMenu" track-name="Looker" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/looker" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/looker.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/anthos/run" track-type="navMenu" track-name="Cloud Run for Anthos" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/anthos/run" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudrun" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Run for Anthos </div> <div class="devsite-nav-item-description"> Integration that provides a serverless development platform on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/kubernetes-applications" track-type="navMenu" track-name="Google Cloud Marketplace for Anthos" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/kubernetes-applications" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Google Cloud Marketplace for Anthos </div> <div class="devsite-nav-item-description"> Containerized apps with prebuilt deployment and unified billing. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/migrate/anthos" track-type="navMenu" track-name="Migrate for Anthos" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/migrate/anthos" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforanthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Anthos </div> <div class="devsite-nav-item-description"> Tool to move workloads and existing applications to GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/products/operations" track-type="navMenu" track-name="Operations" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/operations" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#stackdriver" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Operations </div> <div class="devsite-nav-item-description"> Monitoring, logging, and application performance suite. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/cloud-build" track-type="navMenu" track-name="Cloud Build" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/cloud-build" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudbuild" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Build </div> <div 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track-metadata-position="nav" track-metadata-href="https://cloud.google.com/deployment-manager" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#clouddeploymentmanager" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Deployment Manager </div> <div class="devsite-nav-item-description"> Service for creating and managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/console-app" track-type="navMenu" track-name="Cloud Mobile App" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/console-app" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" 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class="devsite-nav-item-description"> Programmatic interfaces for Google Cloud services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/private-catalog" track-type="navMenu" track-name="Private Catalog" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/private-catalog" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Private Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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/web/20210127234115im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/billing_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cost Management </div> <div class="devsite-nav-item-description"> Tools for monitoring, controlling, and optimizing your costs. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" tooltip tabindex="0" role="heading">Media and Gaming</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/game-servers" track-type="navMenu" track-name="Game Servers" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/game-servers" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudgameservers" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Game Servers </div> <div class="devsite-nav-item-description"> Game server management service running on Google Kubernetes Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/opencue" track-type="navMenu" track-name="OpenCue" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/opencue" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210127234115im_/https://cloud.google.com/images/navigation/products/opencue_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> OpenCue </div> <div class="devsite-nav-item-description"> Open source render manager for visual effects and animation. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/products/cloud-migration" track-type="navMenu" track-name="Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/cloud-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/solutions/application-migration" track-type="navMenu" track-name="Application Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/solutions/application-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/application-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> App migration to the cloud for low-cost refresh cycles. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/bigquery/transfer" track-type="navMenu" track-name="BigQuery Data Transfer Service" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/bigquery/transfer" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#bigquery" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BigQuery Data Transfer Service </div> <div class="devsite-nav-item-description"> Data import service for scheduling and moving data into BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/products/data-transfer" track-type="navMenu" track-name="Cloud Data Transfer" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/data-transfer" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#transfer" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Data Transfer </div> <div class="devsite-nav-item-description"> Tools and services for transferring your data to Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/foundation-toolkit" track-type="navMenu" track-name="Cloud Foundation Toolkit" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/foundation-toolkit" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210127234115im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Foundation Toolkit </div> <div class="devsite-nav-item-description"> Reference templates for Deployment Manager and Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://cloud.google.com/database-migration" track-type="navMenu" 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/solutions/architectures-high-availability-postgresql-clusters-compute-engine "><span class="devsite-nav-text" tooltip>Articles</span></a></li></ul></devsite-expandable-nav></li> <li class="devsite-nav-item devsite-nav-expandable"><devsite-expandable-nav collapsed> <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>High performance computing</span></div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20210127234115/https://cloud.google.com/solutions/hpc" class="devsite-nav-title"><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/web/20210127234115/https://cloud.google.com/docs/tutorials#hpc" class="devsite-nav-title" alt-paths=" /solutions/best-practices-for-using-mpi-on-compute-engine "><span class="devsite-nav-text" tooltip>Articles</span></a></li></ul></devsite-expandable-nav></li> 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track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataAnalytics"> <span class="devsite-nav-text" tooltip> Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigQuery"> <span class="devsite-nav-text" tooltip> BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="looker"> <span class="devsite-nav-text" tooltip> Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/dataflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataflow" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataflow"> <span class="devsite-nav-text" tooltip> Dataflow </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="pub/Sub"> <span class="devsite-nav-text" tooltip> Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/dataproc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataproc" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataproc"> <span class="devsite-nav-text" tooltip> Dataproc </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/data-fusion" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Fusion" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDataFusion"> <span class="devsite-nav-text" tooltip> Cloud Data Fusion </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/composer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Composer" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudComposer"> <span class="devsite-nav-text" tooltip> Cloud Composer </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/data-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataCatalog"> <span class="devsite-nav-text" tooltip> Data Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/dataprep" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataprep" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataprep"> <span class="devsite-nav-text" tooltip> Dataprep </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://marketingplatform.google.com/about/data-studio/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Data Studio" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleDataStudio"> <span class="devsite-nav-text" tooltip> Google Data Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://marketingplatform.google.com/about/enterprise/#?modal_active=none" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Marketing Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleMarketingPlatform"> <span class="devsite-nav-text" tooltip> Google Marketing Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/life-sciences" class="devsite-nav-title gc-analytics-event " 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track-metadata-position="nav" track-name="cloudBigtable"> <span class="devsite-nav-text" tooltip> Cloud Bigtable </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/firestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firestore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firestore"> <span class="devsite-nav-text" tooltip> Firestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/memorystore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Memorystore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="memorystore"> <span class="devsite-nav-text" tooltip> Memorystore </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/spanner" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Spanner" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSpanner"> <span class="devsite-nav-text" tooltip> Cloud Spanner </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSQL"> <span class="devsite-nav-text" tooltip> Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigrationService"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bareMetal"> <span class="devsite-nav-text" tooltip> Bare Metal </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/products/realtime-database/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firebase Realtime Database" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firebaseRealtimeDatabase"> <span class="devsite-nav-text" tooltip> Firebase Realtime Database </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="developerTools"> <span class="devsite-nav-text" tooltip> Developer Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/artifact-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="artifactRegistry"> <span class="devsite-nav-text" tooltip> Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/cloud-build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCode"> <span class="devsite-nav-text" tooltip> Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/deployment-manager" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deployment Manager" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDeploymentManager"> <span class="devsite-nav-text" tooltip> Cloud Deployment Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/sdk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SDK" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSDK"> <span class="devsite-nav-text" tooltip> Cloud SDK </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/scheduler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudScheduler"> <span class="devsite-nav-text" tooltip> Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/source-repositories" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Source Repositories" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSourceRepositories"> <span class="devsite-nav-text" tooltip> Cloud Source Repositories </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/tasks" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Tasks" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTasks"> <span class="devsite-nav-text" tooltip> Cloud Tasks </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/container-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Container Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="containerRegistry"> <span class="devsite-nav-text" tooltip> Container Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/tekton" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Tekton" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="tekton"> <span class="devsite-nav-text" tooltip> Tekton </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all developer tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllDeveloperTools"> <span class="devsite-nav-text" tooltip> See all developer tools </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Healthcare and Life Sciences </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/apigee/solutions/healthcare-apix" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee Healthcare APIx" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeHealthcareAPIx"> <span class="devsite-nav-text" tooltip> Apigee Healthcare APIx </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/healthcare" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Healthcare API" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudHealthcareAPI"> <span class="devsite-nav-text" tooltip> Cloud Healthcare API </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Life Sciences" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLifeSciences"> <span class="devsite-nav-text" tooltip> Cloud Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/natural-language" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Healthcare Natural Language AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="healthcareNaturalLanguageAI"> <span class="devsite-nav-text" tooltip> Healthcare Natural Language AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid and Multi-cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridAndMultiCloud"> <span class="devsite-nav-text" tooltip> Hybrid and Multi-cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="anthos"> <span class="devsite-nav-text" tooltip> Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="looker"> <span class="devsite-nav-text" tooltip> Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/anthos/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudRunForAnthos"> <span class="devsite-nav-text" tooltip> Cloud Run for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/kubernetes-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Marketplace for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleCloudMarketplaceForAnthos"> <span class="devsite-nav-text" tooltip> Google Cloud Marketplace for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/migrate/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a 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data-label="Responsive Tab: Traffic Director" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeAPIManagement"> <span class="devsite-nav-text" tooltip> Apigee API Management </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Internet of Things </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/iot-core" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IoT Core" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudIoTCore"> <span class="devsite-nav-text" tooltip> Cloud IoT Core </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/edge-tpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Edge TPU" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="edgeTPU"> <span class="devsite-nav-text" tooltip> Edge TPU </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/products/management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Management Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="managementTools"> <span class="devsite-nav-text" tooltip> Management Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/shell" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Shell" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudShell"> <span class="devsite-nav-text" tooltip> Cloud Shell </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/cloud-console" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Console" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudConsole"> <span class="devsite-nav-text" tooltip> Cloud Console </span> </a> </li> <li class="devsite-nav-item"> <a 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud APIs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudAPIs"> <span class="devsite-nav-text" tooltip> Cloud APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/private-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Private Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="privateCatalog"> <span class="devsite-nav-text" tooltip> Private Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="costManagement"> <span class="devsite-nav-text" tooltip> Cost Management </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Media and Gaming </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/game-servers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Game Servers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="gameServers"> <span class="devsite-nav-text" tooltip> Game Servers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/opencue" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: OpenCue" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openCue"> <span class="devsite-nav-text" tooltip> OpenCue </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/products/cloud-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migration"> <span class="devsite-nav-text" tooltip> Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationMigration"> <span class="devsite-nav-text" tooltip> Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/bigquery/transfer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery Data Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigQueryDataTransferService"> <span class="devsite-nav-text" tooltip> BigQuery Data Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/products/data-transfer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Transfer" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDataTransfer"> <span class="devsite-nav-text" tooltip> Cloud Data Transfer </span> </a> </li> <li class="devsite-nav-item"> <a 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class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/migrate/compute-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Compute Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForComputeEngine"> <span class="devsite-nav-text" tooltip> Migrate for Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom 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Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="transferService"> <span class="devsite-nav-text" tooltip> Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="vMwareEngine"> <span class="devsite-nav-text" tooltip> VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networking"> <span class="devsite-nav-text" tooltip> Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudArmor"> <span class="devsite-nav-text" tooltip> Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCDN"> <span class="devsite-nav-text" tooltip> Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/dns" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud DNS" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDNS"> <span class="devsite-nav-text" tooltip> Cloud DNS </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/load-balancing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Load Balancing" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLoadBalancing"> <span class="devsite-nav-text" tooltip> Cloud Load Balancing </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/nat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud NAT" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudNAT"> <span class="devsite-nav-text" tooltip> Cloud NAT </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/hybrid-connectivity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid Connectivity" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridConnectivity"> <span class="devsite-nav-text" tooltip> Hybrid Connectivity </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/network-intelligence-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Intelligence Center" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkIntelligenceCenter"> <span class="devsite-nav-text" tooltip> Network Intelligence Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/network-tiers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkServiceTiers"> <span class="devsite-nav-text" tooltip> Network Service Tiers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/network-telemetry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Telemetry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkTelemetry"> <span class="devsite-nav-text" tooltip> Network Telemetry </span> </a> </li> <li class="devsite-nav-item"> <a 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: Service Directory" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="serviceDirectory"> <span class="devsite-nav-text" tooltip> Service Directory </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operations"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/logging" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Logging" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLogging"> <span class="devsite-nav-text" tooltip> Cloud Logging </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Monitoring" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudMonitoring"> <span class="devsite-nav-text" tooltip> Cloud Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/error-reporting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Error Reporting" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="errorReporting"> <span class="devsite-nav-text" tooltip> Error Reporting </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/kubernetes-engine-monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Kubernetes Engine Monitoring" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="kubernetesEngineMonitoring"> <span class="devsite-nav-text" tooltip> Kubernetes Engine Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/trace" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Trace" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTrace"> <span class="devsite-nav-text" tooltip> Cloud Trace </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/profiler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Profiler" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudProfiler"> <span class="devsite-nav-text" tooltip> Cloud Profiler </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/debugger" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Debugger" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDebugger"> <span class="devsite-nav-text" tooltip> Cloud Debugger </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security and Identity" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="securityAndIdentity"> <span class="devsite-nav-text" tooltip> Security and Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/iam" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudIAM"> <span class="devsite-nav-text" tooltip> Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/assured-workloads" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Assured Workloads" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="assuredWorkloads"> <span class="devsite-nav-text" tooltip> Assured Workloads </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/security-key-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Key Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudKeyManagement"> <span class="devsite-nav-text" tooltip> Cloud Key Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/confidential-computing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Confidential Computing" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="confidentialComputing"> <span class="devsite-nav-text" tooltip> Confidential Computing </span> </a> </li> <li class="devsite-nav-item"> <a 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class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Managed Service for Microsoft Active Directory" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="managedServiceForMicrosoftActiveDirectory"> <span class="devsite-nav-text" tooltip> Managed Service for Microsoft Active Directory </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/access-transparency" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Access Transparency" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="accessTransparency"> <span class="devsite-nav-text" tooltip> Access Transparency </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210127234115/https://cloud.google.com/titan-security-key" class="devsite-nav-title 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Need to tell us more? </button> </devsite-feedback> </template> </devsite-thumb-rating> </div> <devsite-feedback position="header" project-name="Solutions" product-id="410597" bucket="landingpages" context="" version="t-devsite-webserver-20210121-r02-rc00.432632345079321188" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" project-icon="https://www.gstatic.com/devrel-devsite/prod/vc5f5097f7e98f45082257ed44f785e23f8176f944afb30dfad7aee218957f132/cloud/images/favicons/onecloud/super_cloud.png" feedback-type="thumb-rating"> <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title">Building scalable applications with Firestore</h1> <devsite-toc class="devsite-nav" devsite-toc-embedded> </devsite-toc> <div class="devsite-article-body clearfix "> <p>This document describes when to use <a href="/web/20210127234115/https://cloud.google.com/firestore" track-type="solution" track-name="internalLink" track-metadata-position="body">Firestore</a> to build large applications. This document provides solutions for infrastructure administrators who manage database systems for large applications. Using Firestore together with other products in Google Cloud simplifies provisioning and maintaining a database, so that you can focus on developing your app instead of capacity planning.</p> <h2 id="firestore_features_and_limitations" data-text="Firestore features and limitations">Firestore features and limitations</h2> <p>Firestore is designed for mobile and web applications and for storing hierarchical, transactional data that has a flexible, non-relational schema. When you evaluate Firestore as a potential database solution, make sure that its <a href="/web/20210127234115/https://cloud.google.com/firestore/quotas" track-type="solution" track-name="internalLink" track-metadata-position="body">quotas and limits</a> are appropriate for your use cases. Firestore is versatile and applicable in many instances, but other <a href="/web/20210127234115/https://cloud.google.com/products/databases" track-type="solution" track-name="internalLink" track-metadata-position="body">Google Cloud database products</a> might be better for certain scenarios. When deciding whether to use Firestore or a different solution, consider the following factors.</p> <h3 id="storage" data-text="Storage">Storage</h3> <p>Firestore can host any amount of data storage. It handles data amounts from kilobytes to petabytes in the same way, without affecting performance.</p> <h3 id="real-time_updates" data-text="Real-time updates">Real-time updates</h3> <p>Firestore provides real-time updates by letting clients <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/query-data/listen" track-type="solution" track-name="internalLink" track-metadata-position="body">listen</a> to a document and use queries to get real-time updates. You provide a callback that immediately creates a document snapshot with the current contents of a single document. Each time the document contents change, another call updates the document snapshot.</p> <h3 id="offline_data_persistence" data-text="Offline data persistence">Offline data persistence</h3> <p>Firestore provides offline data persistence with full <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/manage-data/enable-offline" track-type="solution" track-name="internalLink" track-metadata-position="body">offline support</a> for mobile and web clients. You can access and update your data while you're offline, and then automatically sync changes to the cloud when you're back online. Built-in offline support uses a local cache to serve and store data, so your app remains responsive regardless of network latency or internet connectivity.</p> <h3 id="transactions" data-text="Transactions">Transactions</h3> <p>Firestore supports multi-document, ACID-compliant <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/manage-data/transactions" track-type="solution" track-name="internalLink" track-metadata-position="body">transactions</a>. The term <a href="https://web.archive.org/web/20210127234115/https://wikipedia.org/wiki/ACID" target="external" track-type="solution" track-name="externalLink" track-metadata-position="body" class="external">ACID</a> is short for <em>atomicity, consistency, isolation, and durability</em>.</p> <h3 id="queries" data-text="Queries">Queries</h3> <p>Firestore offers strongly consistent queries across the entire database. Along with primary indexes, Firestore supports <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/concepts/index-overview" track-type="solution" name="internalLink" track-metadata-position="body">secondary and composite indexes</a> to quickly look up locations of items that you request in a query.</p> <p>Firestore queries are limited in the following ways:</p> <ul> <li>Firestore is a non-relational database, so it doesn't support relational schemas or queries that use SQL semantics. In particular, Firestore doesn't support join operations, inequality filtering on multiple properties, or filtering on data that is based on results of a subquery. <ul> <li>If your app requires SQL support for non-horizontal scales, use <a href="/web/20210127234115/https://cloud.google.com/sql" track-type="solution" track-name="internalLink" track-metadata-position="body">Cloud SQL</a>.</li> <li>If your app requires SQL support for larger horizontal and global scales, use <a href="/web/20210127234115/https://cloud.google.com/spanner" track-type="solution" track-name="internalLink" track-metadata-position="body">Cloud Spanner</a>.</li> </ul></li> <li>Firestore is optimized for <a href="https://web.archive.org/web/20210127234115/https://wikipedia.org/wiki/Online_transaction_processing" target="external" track-type="solution" track-name="externalLink" track-metadata-position="body" class="external">online transaction processing</a> (OLTP). <ul> <li>If your app requires a storage option for full table scans and interactive querying in an <a href="https://web.archive.org/web/20210127234115/https://wikipedia.org/wiki/Online_analytical_processing" target="external" track-type="solution" track-name="externalLink" track-metadata-position="body" class="external">online analytical processing</a> (OLAP) system, use <a href="/web/20210127234115/https://cloud.google.com/bigquery" track-type="solution" track-name="internalLink" track-metadata-position="body">BigQuery</a>.</li> <li>If your app needs both OLTP and OLAP systems, use Firestore as your OLTP system and <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/products/extensions/firestore-bigquery-export" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">incrementally sync</a> or <a href="/web/20210127234115/https://cloud.google.com/bigquery/docs/loading-data-cloud-firestore" track-type="solution" track-name="internalLink" track-metadata-position="body">export Firestore data to BigQuery</a> for analysis.</li> </ul></li> </ul> <h3 id="security" data-text="Security">Security</h3> <p>Firestore <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/server-side-encryption" track-type="solution" track-name="internalLink" track-metadata-position="body">encrypts all data</a> automatically before it writes the data to disk. Firestore offers robust access management and authentication through the following methods, depending on the client libraries you use:</p> <ul> <li><strong>Mobile and web client libraries:</strong> use <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/docs/auth" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">Firebase Authentication</a> and <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/security/get-started" track-type="solution" track-name="internalLink" track-metadata-position="body">Firestore security rules</a> to handle serverless authentication, authorization, and data validation.</li> <li><strong>Server client libraries:</strong> use <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/security/iam" track-type="solution" track-name="internalLink" track-metadata-position="body">Identity and Access Management</a> (IAM) to manage access to your database.</li> </ul> <h3 id="autoscaling" data-text="Autoscaling">Autoscaling</h3> <p>Firestore scales up automatically, with no downtime. This scaling mechanism lets Firestore serve thousands of requests per second and millions of concurrent connections. You pay only for your actual usage based on storage size and the number of operations. For more information, see <a href="/web/20210127234115/https://cloud.google.com/firestore/pricing" track-type="solution" track-name="internalLink" track-metadata-position="body">Firestore pricing</a>.</p> <p>Firestore autoscaling is limited in the following ways:</p> <ul> <li>Firestore Native Mode can scale document update operations to a maximum of 10,000 writes per second and more than one million connections. If your app exceeds these write rate limits, we recommend that you use <a href="/web/20210127234115/https://cloud.google.com/datastore" track-type="solution" track-name="internalLink" track-metadata-position="body">Datastore Mode</a>, which scales up to millions of writes per second. To learn more about the differences between these modes, see <a href="/web/20210127234115/https://cloud.google.com/datastore/docs/firestore-or-datastore" track-type="solution" track-name="internalLink" track-metadata-position="body">Choosing between Native Mode and Datastore Mode</a>.</li> <li>Firestore can handle operations on a massive scale. However, to support complex features like replication and transactions, Firestore makes some tradeoffs that might slow performance for apps that are expected to support extreme loads. <ul> <li>If your app is extremely write-heavy, consider using <a href="/web/20210127234115/https://cloud.google.com/bigtable" track-type="solution" track-name="internalLink" track-metadata-position="body">Cloud Bigtable</a> for greater data ingestion capabilities at the expense of transactions and secondary indexes.</li> <li>If your app often displays the same information to users, such as a player leaderboard in gaming, consider client-side caching to reduce load by avoiding unnecessary requests to the server.</li> </ul></li> </ul> <h3 id="latency" data-text="Latency">Latency</h3> <p>Firestore prioritizes durability and availability over latency by doing cross-region or cross-zone synchronous writes. If your app demands consistent sub–10 millisecond latency when reading or writing data, consider using an in-memory database like <a href="/web/20210127234115/https://cloud.google.com/memorystore" track-type="solution" track-name="internalLink" track-metadata-position="body">Memorystore for Redis</a>.</p> <h3 id="redundancy_and_availability" data-text="Redundancy and availability">Redundancy and availability</h3> <p>Firestore offers the following levels of <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/locations" track-type="solution" track-name="internalLink" track-metadata-position="body">multi-location</a> redundancy that are based on different replication mechanisms:</p> <ul> <li><strong>Regional replication</strong> is best if your priority is to achieve low write latency. When you use regional replication, data is replicated within the same region. To ensure the lowest latency, you might want to colocate your app in the same region.</li> <li><strong>Multi-region replication</strong> is best if your priority is to ensure availability. When you use multi-region replication, data is replicated in multiple zones across at least two different regions, so the database is resilient to regional outages. Multi-regional replication provides increased availability and redundancy, but it has higher write latency. A witness node is deployed in a third region to act as a tiebreaker between the two replicated regions, as shown by figure 1.</li> </ul> <p><img src="/web/20210127234115im_/https://cloud.google.com/solutions/images/building-scalable-apps-with-firestore-multi-region-database.svg" alt="Replication scheme of a multi-region database."></p> <p><strong>Figure 1.</strong> Diagram of a multi-region database in Firestore.</p> <h3 id="client_libraries" data-text="Client libraries">Client libraries</h3> <p>Mobile and web clients can directly access Firestore by using the Android, iOS, or web <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/quickstart-mobile-web" track-type="solution" track-name="internalLink" track-metadata-position="body">client libraries</a>. Firestore also seamlessly integrates with the <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">Firebase</a> platform, which provides features like <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/products/crashlytics/" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">crash reporting</a>, <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/docs/auth" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">user authentication</a>, <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/docs/cloud-messaging" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">message delivery</a>, and <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/docs/analytics" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">user event analytics</a>.</p> <h2 id="when_to_use_firestore" data-text="When to use Firestore">When to use Firestore</h2> <p>Firestore features make it suitable for a wide range of use cases, including the following:</p> <ul> <li><strong>User profiles:</strong> Manage user profiles to customize the user experience based on the users' past activities and preferences. You can use Firestore's flexible schema to evolve the structure of user profiles. For example, you can add new properties to support new features in your app. Schema changes happen with no downtime, and performance doesn't degrade even as the number of users grows.</li> <li><strong>Real-time inventories:</strong> Use Firestore's rich, nested objects to store large amounts of non-homogeneous, sparse data for diverse products without over specializing the structure. For example, you can create a product catalog for a retailer.</li> <li><strong>User session management:</strong> Firestore support for ACID transactions helps ensure that users can lock down one or more documents until their transaction is complete. For example, you can create shopping carts for retail transactions, or a multipart processing form for booking events.</li> <li><strong>State mutations:</strong> Use Firestore's ACID transactions to propagate mutations across large numbers of concurrent users. For example, you can maintain a consistent state for all players in a gaming app.</li> <li><strong>Persistent write-through cache:</strong> Firestore's high availability and durability provides persistent state and prevents potential data loss caused by an app crash. Firestore offers features like a simple-to-use key-value store. However, Firestore doesn't have a built-in time-to-live (<a href="https://web.archive.org/web/20210127234115/https://wikipedia.org/wiki/Time_to_live" target="external" track-type="solution" track-name="externalLink" track-metadata-position="body" class="external">TTL</a>) or cache expiration mechanism.</li> <li><strong>Cross-device data synchronization:</strong> Firestore's real-time updates ensure that all connected devices always display the latest state. For example, Firestore provides a consistent state for collaborative multi-user mobile apps and apps where you connect from multiple devices.</li> <li><strong>IoT management and asset tracking:</strong> Firestore's offline data persistence lets you record data points even when devices lose network connectivity. For example, you can set up real-time GPS tracking of mobile devices and vehicles.</li> <li><strong>Real-time capabilities:</strong> Firestore's real-time updates let you set up real-time analytics and messaging. You can keep visual graphs and charts up to date, like interactive visual dashboards, and set up live discussion forums and chat rooms.</li> <li><strong>Distributed counters:</strong> Set up <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/solutions/counters" track-type="solution" track-name="internalLink" track-metadata-position="body">distributed counters</a> to display document interactions such as a count of likes on a post or favorites of a specific item.</li> </ul> <h2 id="reference_architectures" data-text="Reference architectures">Reference architectures</h2> <p>This section provides reference architectures for building large web apps that combine Firestore with other Google Cloud products, including the following:</p> <ul> <li>Daily exports</li> <li>Caching</li> <li>Data processing</li> <li>Training models for machine learning</li> </ul> <p>These architectures aren't prescriptive. Instead, they highlight the breadth of possible uses for Firestore in building scalable web apps. You can reorganize and adapt the architectures to build your own web app that fulfills your requirements.</p> <h3 id="gaming" data-text="Gaming">Gaming</h3> <p>A gaming platform supports concurrent access by tens of thousands of players. The game's frontend services use Firestore to store billions of documents with hierarchical world state data. Firestore also holds user data like user configuration, party memberships, guilds, friends lists, and presence data. This use case incorporates other Google Cloud products as follows:</p> <ul> <li>Spanner provides a globally consistent database that can keep inventory or match history for massive player populations anywhere in the world.</li> <li>A regional in-memory cache is deployed on Memorystore for Redis to speed access to frequently used data.</li> <li>Events are logged to Cloud Bigtable, where developers or support staff can access them for troubleshooting.</li> <li>Data from frontend and backend databases is regularly imported to BigQuery to run data analytics pipelines. These pipelines help discover exploits or uncover gameplay mechanics that need an update before they affect the game's community and drive players away.</li> </ul> <p>Figure 2 shows the architecture of the gaming use case:</p> <p><img src="/web/20210127234115im_/https://cloud.google.com/solutions/images/building-scalable-apps-with-firestore-gaming.svg" alt="Architecture of the gaming use case."></p> <p><strong>Figure 2.</strong> Example of a gaming platform architecture.</p> <h3 id="internet_of_things" data-text="Internet of Things">Internet of Things</h3> <p>An interactive web app displays real-time telemetry information generated by Internet of Things (IoT) devices. The devices regularly measure and collect the user's temperature and heart rate, and then processes the data as follows:</p> <ol> <li>Each measurement is instantly submitted to <a href="/web/20210127234115/https://cloud.google.com/iot-core" track-type="solution" track-name="internalLink" track-metadata-position="body">IoT Core</a> through MQTT and HTTP bridges.</li> <li>IoT Core publishes each measurement as an individual message to Pub/Sub.</li> <li>The Pub/Sub message <a href="/web/20210127234115/https://cloud.google.com/functions/docs/calling/pubsub" track-type="solution" track-name="internalLink" track-metadata-position="body">triggers</a> Cloud Functions that extract relevant information from the raw messages and save the results to Firestore for long-term storage.</li> <li>An interactive web user interface hosted on <a href="https://web.archive.org/web/20210127234115/https://firebase.google.com/docs/hosting" target="firebase" track-type="solution" track-name="firebaseLink" track-metadata-position="body">Firebase Hosting</a> and powered by <a href="https://web.archive.org/web/20210127234115/https://angular.io/" target="external" track-type="solution" track-name="externalLink" track-metadata-position="body" class="external">Angular</a> listens for updates directly from Firestore. Each update is automatically pushed to the web user interface to visualize the latest information in real time.</li> </ol> <p>Figure 3 shows the data pipeline for telemetry information in this scenario:</p> <p><img src="/web/20210127234115im_/https://cloud.google.com/solutions/images/building-scalable-apps-with-firestore-iot.svg" alt="Architecture of the IoT app use case."></p> <p><strong>Figure 3.</strong> Example of an IoT app architecture.</p> <h3 id="retail" data-text="Retail">Retail</h3> <p>A retail platform provides product recommendations to first-time buyers through different mediums. A web app records live data points about online users, like referrer, geographic region, and device type, and then writes the collected data to Firestore as follows:</p> <ol> <li>Each new record creation triggers a data pipeline in Cloud Functions that copies the user data to BigQuery.</li> <li>A recommendation engine, implemented with Spark MLlib and deployed on Dataproc, is trained with the live user data stored in BigQuery and with the product metadata stored in Cloud SQL.</li> <li>The recommendation engine provides the following predictions for recommended products: <ul> <li>Real-time predictions that are written to Firestore and automatically pushed to the online user devices.</li> <li>Batch predictions that are sent to offline users by an email service.</li> </ul></li> </ol> <p>Figure 4 shows the data flow for the retail platform scenario:</p> <p><img src="/web/20210127234115im_/https://cloud.google.com/solutions/images/building-scalable-apps-with-firestore-retail.svg" alt="Architecture of the retail platform use case."></p> <p><strong>Figure 4.</strong> Example of retail platform architecture.</p> <h3 id="real-time_capture_of_data_changes" data-text="Real-time capture of data changes">Real-time capture of data changes</h3> <p>An app receives real-time user input that changes the global state. A dashboard in Data Studio tracks real-time events to better understand user behavior and interactions. When a user action updates any state value, the following events occur:</p> <ol> <li>Firestore triggers a Cloud Function that writes the change to BigQuery, including the old and new state values.</li> <li>The Data Studio dashboard runs real-time aggregation queries on the event data in BigQuery.</li> <li>The queries generate metrics like ratio of event changes aggregated to different buckets, unique type of events per time bucket, and event ingestion latency.</li> </ol> <p>For a detailed presentation and demo of this architecture, see the Cloud Next '19 video <a href="https://web.archive.org/web/20210127234115/https://www.youtube.com/watch?v=ah5tQ7yOh2s&t=1071" target="youtube" track-type="solution" track-name="youtubeLink" track-metadata-position="body" class="external">Building amazing apps With Firestore</a>.</p> <p>Figure 5 shows the architecture for capturing real-time data change:</p> <p><img src="/web/20210127234115im_/https://cloud.google.com/solutions/images/building-scalable-apps-with-firestore-data-capture.svg" alt="Architecture of the data capture use case."></p> <p><strong>Figure 5.</strong> Example of a simple data capture architecture.</p> <h3 id="collaborative_content_editing" data-text="Collaborative content editing">Collaborative content editing</h3> <p>A collaborative content management system (CMS) lets multiple editors work at the same time on the same article. Every time an editor makes a change—for example, to add or delete a character—the editor's client submits the change directly to Firestore.</p> <p>If multiple editors submit changes at the same time, the following resolution process occurs:</p> <ol> <li>Firestore's transactions ensure that only the first received change is written to the database. Other changes are rejected.</li> <li>Firestore automatically sends the updated content to all editors.</li> <li>The editors that were initially rejected reapply their own changes on top of the updated content, and then resubmit the changes to Firestore.</li> <li>The same conflict resolution process repeats until all changes by all clients are accepted and written to the database.</li> </ol> <p>A staging pipeline lets editors preview the content as follows:</p> <ol> <li>A cron job hosted on <a href="/web/20210127234115/https://cloud.google.com/scheduler" track-type="solution" track-name="internalLink" track-metadata-position="body">Cloud Scheduler</a> triggers a Cloud Function every second.</li> <li>The function copies the latest content from Firestore to the staging database hosted on Cloud SQL.</li> <li>Editors preview the staged content on the staging server hosted on App Engine.</li> </ol> <p>When the content is complete, an editor clicks the publish button in the CMS. This action triggers a Cloud Function that copies the latest content from Firestore to the production database hosted on Cloud SQL. Readers can then consume the newly published content on the production website. For a similar real-world example of this architecture, see the <em>New York Times</em> article <a href="https://web.archive.org/web/20210127234115/https://open.nytimes.com/we-built-collaborative-editing-for-our-newsrooms-cms-here-s-how-415618a3ec49" target="external" track-type="solution" track-name="externalLink" track-metadata-position="body" class="external">We Built Collaborative Editing for Our Newsroom's CMS</a>.</p> <p>Figure 6 shows the pipeline for editing, staging, and publishing content in the collaborative content editing use case:</p> <p><img src="/web/20210127234115im_/https://cloud.google.com/solutions/images/building-scalable-apps-with-firestore-content-editing.svg" alt="Architecture of the content editing use case."></p> <p><strong>Figure 6.</strong> Example of a collaborative content editing platform architecture.</p> <h2 id="next_steps" data-text="Next steps">Next steps</h2> <ul> <li>Learn about <a href="/web/20210127234115/https://cloud.google.com/solutions/building-scalable-web-apps-with-cloud-datastore" track-type="solution" track-name="internalLink" track-metadata-position="body">building scalable web applications with Datastore</a>.</li> <li>Learn about Firestore's <a href="/web/20210127234115/https://cloud.google.com/datastore/docs/firestore-or-datastore" track-type="solution" track-name="internalLink" track-metadata-position="body">Native Mode and Datastore Mode</a>.</li> <li>Read Firestore's <a href="/web/20210127234115/https://cloud.google.com/firestore/docs/best-practices" track-type="solution" track-name="internalLink" track-metadata-position="body">best practices</a>.</li> <li>Review recommended <a href="/web/20210127234115/https://cloud.google.com/solutions/scalable-and-resilient-apps" track-type="solution" track-name="internalLink" track-metadata-position="body">Patterns for scalable and resilient apps</a>.</li> </ul> <devsite-hats-survey hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> <template class="thumb-down-categories"> [{ "type": "thumb-down", "id": "hardToUnderstand", "label":"Hard to understand" },{ "type": "thumb-down", "id": "incorrectInformationOrSampleCode", "label":"Incorrect information or sample code" },{ "type": "thumb-down", "id": "missingTheInformationSamplesINeed", "label":"Missing the information/samples I need" },{ "type": "thumb-down", "id": "otherDown", "label":"Other" }] </template> <template class="thumb-up-categories"> [{ "type": "thumb-up", "id": "easyToUnderstand", "label":"Easy to understand" },{ "type": "thumb-up", "id": "solvedMyProblem", "label":"Solved my problem" },{ "type": "thumb-up", "id": "otherUp", "label":"Other" }] </template> <template class="thumb-rating-feedback"> <devsite-feedback position="thumb-rating" project-name="Solutions" product-id="410597" bucket="landingpages" context="" version="t-devsite-webserver-20210121-r02-rc00.432632345079321188" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="thumb-rating" project-icon="https://www.gstatic.com/devrel-devsite/prod/vc5f5097f7e98f45082257ed44f785e23f8176f944afb30dfad7aee218957f132/cloud/images/favicons/onecloud/super_cloud.png" feedback-type="thumb-rating"> <button> Need to tell us more? </button> </devsite-feedback> </template> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Solutions" product-id="410597" bucket="landingpages" context="" version="t-devsite-webserver-20210121-r02-rc00.432632345079321188" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" project-icon="https://www.gstatic.com/devrel-devsite/prod/vc5f5097f7e98f45082257ed44f785e23f8176f944afb30dfad7aee218957f132/cloud/images/favicons/onecloud/super_cloud.png" feedback-type="thumb-rating"> <button> Send feedback </button> </devsite-feedback> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://web.archive.org/web/20210127234115/https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://web.archive.org/web/20210127234115/https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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studies"> Customers and case studies </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/analyst-reports/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-metadata-module="footer" track-name="analyst reports" track-metadata-eventdetail="cloud.google.com/analyst-reports/" track-metadata-position="footer" track-type="footer link" track-metadata-child_headline="why google"> Analyst reports </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/whitepapers/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" track-type="footer link" track-name="whitepapers" track-metadata-module="footer" track-metadata-child_headline="why google" track-metadata-eventdetail="cloud.google.com/whitepapers/" track-metadata-position="footer"> Whitepapers </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Products and pricing</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/pricing/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-position="footer" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/pricing/" track-metadata-child_headline="products and pricing" track-type="footer link" track-name="google cloud pricing"> Google Cloud pricing </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://workspace.google.com/pricing.html" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-name="google workspace pricing" track-metadata-eventdetail="workspace.google.com/pricing.html" track-type="footer link" track-metadata-module="footer" track-metadata-position="footer" track-metadata-child_headline="products and pricing"> Google Workspace pricing </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/maps-platform/pricing/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-metadata-position="footer" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/maps-platform/pricing/" track-type="footer link" track-name="maps platform pricing" track-metadata-child_headline="products and pricing"> Maps Platform pricing </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/products/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-child_headline="products and pricing" track-type="footer link" track-metadata-position="footer" track-metadata-eventdetail="cloud.google.com/products/" track-metadata-module="footer" track-name="see all products"> See all products </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Solutions</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/application-modernization/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-eventdetail="cloud.google.com/solutions/application-modernization/" track-metadata-position="footer" track-metadata-module="footer" track-type="footer link" track-name="application modernization" track-metadata-child_headline="solutions"> Application modernization </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/ai/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-child_headline="solutions" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/solutions/ai/" track-metadata-position="footer" track-name="artificial intelligence" track-type="footer link"> Artificial Intelligence </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/business-application-platform/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-metadata-eventdetail="cloud.google.com/solutions/business-application-platform/" track-name="business application platform" track-type="footer link" track-metadata-position="footer" track-metadata-module="footer" track-metadata-child_headline="solutions"> Business application platform </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/data-management/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-child_headline="solutions" track-metadata-eventdetail="cloud.google.com/solutions/data-management" track-metadata-position="footer" track-type="footer link" track-name="database solutions" track-metadata-module="footer"> Database solutions </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/infrastructure-modernization/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-type="footer link" track-metadata-position="footer" track-metadata-eventdetail="cloud.google.com/solutions/infrastructure-modernization/" track-metadata-child_headline="solutions" track-metadata-module="footer" track-name="infrastructure modernization"> Infrastructure modernization </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/productivity-collaboration/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-metadata-position="footer" track-type="footer link" track-metadata-module="footer" track-name="productivity and collaboration" track-metadata-child_headline="solutions" track-metadata-eventdetail="cloud.google.com/solutions/productivity-collaboration/"> Productivity & collaboration </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/security/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" track-name="security" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/solutions/security/" track-metadata-child_headline="solutions" track-type="footer link" track-metadata-position="footer"> Security </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/smart-analytics/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 8)" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/solutions/smart-analytics/" track-metadata-child_headline="solutions" track-type="footer link" track-metadata-position="footer" track-name="smart analytics"> Smart analytics </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 9)" track-type="footer link" track-metadata-position="footer" track-metadata-eventdetail="cloud.google.com/solutions/" track-metadata-child_headline="solutions" track-metadata-module="footer" track-name="cloud-natives"> Cloud-natives </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/devops/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 10)" track-type="footer link" track-metadata-position="footer" track-metadata-eventdetail="cloud.google.com/devops/" track-metadata-module="footer" track-name="devops" track-metadata-child_headline="solutions"> DevOps </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/#industry-solutions" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 11)" track-metadata-position="footer" track-metadata-module="footer" track-type="footer link" track-metadata-eventdetail="cloud.google.com/solutions/#industry-solutions" track-metadata-child_headline="solutions" track-name="industries"> Industries </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/#role-based-solutions-smb" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 12)" track-type="footer link" track-metadata-eventdetail="cloud.google.com/solutions/#role-based-solutions-smb" track-name="small business" track-metadata-child_headline="solutions" track-metadata-position="footer" track-metadata-module="footer"> Small business </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/solutions/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 13)" track-metadata-position="footer" track-metadata-eventdetail="cloud.google.com/solutions/" track-metadata-module="footer" track-metadata-child_headline="solutions" track-type="footer link" track-name="see all solutions"> See all solutions </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Resources</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/docs/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-position="footer" track-type="footer link" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/docs/" track-metadata-child_headline="resources" track-name="google cloud documentation"> Google Cloud documentation </a> </li> <li 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Marketplace </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://workspace.google.com/marketplace/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-type="footer link" track-metadata-position="footer" track-metadata-child_headline="resources" track-name="google workspace marketplace" track-metadata-eventdetail="workspace.google.com/marketplace/" track-metadata-module="footer"> Google Workspace Marketplace </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/support-hub/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-eventdetail="cloud.google.com/support-hub/" track-type="footer link" track-name="support" track-metadata-child_headline="resources" track-metadata-position="footer" track-metadata-module="footer"> Support </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/docs/samples" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-metadata-child_headline="resources" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/docs/samples" track-name="code samples" track-type="footer link" track-metadata-position="footer"> Code samples </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/docs/tutorials/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" track-metadata-eventdetail="cloud.google.com/docs/tutorials/" track-metadata-module="footer" track-type="footer link" track-metadata-child_headline="resources" track-name="tutorials" track-metadata-position="footer"> Tutorials </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/training/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 8)" track-metadata-module="footer" track-type="footer link" track-name="training" track-metadata-eventdetail="cloud.google.com/training/" track-metadata-position="footer" track-metadata-child_headline="resources"> Training </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/certification" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 9)" track-metadata-child_headline="resources" track-type="footer link" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/certification" track-metadata-position="footer" track-name="certifications"> Certifications </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://developers.google.com/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 10)" track-type="footer link" track-metadata-child_headline="resources" track-metadata-module="footer" track-name="google developers" track-metadata-position="footer" track-metadata-eventdetail="developers.google.com"> Google Developers </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/developers/startups/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 11)" track-type="footer link" track-metadata-child_headline="resources" track-metadata-module="footer" track-metadata-position="footer" track-metadata-eventdetail="cloud.google.com/developers/startups/" track-name="google cloud for startups"> Google Cloud for Startups </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://status.cloud.google.com/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 12)" track-metadata-module="footer" track-metadata-eventdetail="status.cloud.google.com" track-metadata-child_headline="resources" track-type="footer link" track-metadata-position="footer" track-name="system status"> System status </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/release-notes" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 13)" track-type="footer link" track-metadata-child_headline="resources" track-name="release notes" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/release-notes/" track-metadata-position="footer"> Release Notes </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Engage</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/contact/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-name="contact sales" track-metadata-child_headline="engage" track-type="footer link" track-metadata-module="footer" track-metadata-eventdetail="cloud.google.com/contact/" track-metadata-position="footer"> Contact sales </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://cloud.withgoogle.com/partners" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-module="footer" track-name="find a partner" track-metadata-position="footer" track-metadata-eventdetail="cloud.withgoogle.com/partners" track-metadata-child_headline="engage" track-type="footer link"> Find a Partner </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/partners/become-a-partner/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-metadata-module="footer" track-type="footer link" track-metadata-position="footer" track-name="become a partner" track-metadata-child_headline="engage" track-metadata-eventdetail="cloud.google.com/partners/become-a-partner/"> Become a Partner </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/blog/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-module="footer" track-type="footer link" track-metadata-child_headline="engage" track-metadata-position="footer" track-metadata-eventdetail="cloud.google.com/blog" track-name="blog"> Blog </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/events/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-child_headline="engage" track-metadata-eventdetail="cloud.withgoogle.com/events" track-metadata-module="footer" track-type="footer link" track-name="events" track-metadata-position="footer"> Events </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://www.gcppodcast.com/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 6)" track-metadata-module="footer" track-metadata-child_headline="engage" track-type="footer link" track-metadata-eventdetail="www.gcppodcast.com" track-name="podcast" track-metadata-position="footer"> Podcast </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/community/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 7)" track-metadata-child_headline="engage" track-metadata-eventdetail="cloud.google.com/community/" track-metadata-module="footer" track-type="footer link" track-name="community" track-metadata-position="footer"> Community </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/web/20210127234115/https://cloud.google.com/press/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 8)" track-name="press center" track-metadata-module="footer" track-metadata-child_headline="engage" track-metadata-eventdetail="cloud.google.com/press/" track-metadata-position="footer" track-type="footer link"> Press center </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://www.youtube.com/googlecloud" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 9)" track-type="footer link" track-metadata-module="footer" track-metadata-position="footer" track-metadata-eventdetail="www.youtube.com/googlecloud" track-name="google cloud on youtube" track-metadata-child_headline="engage"> Google Cloud on YouTube </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://www.youtube.com/googlecloudplatform" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 10)" track-metadata-position="footer" track-metadata-module="footer" track-metadata-eventdetail="www.youtube.com/googlecloudplatform" track-metadata-child_headline="engage" track-type="footer link" track-name="google cloud platform on youtube"> Google Cloud Platform on YouTube </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://www.youtube.com/googleworkspace" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 11)" track-metadata-child_headline="engage" track-metadata-module="footer" track-name="google workspace on YouTube" track-metadata-eventdetail="www.youtube.com/googleworkspace/" track-metadata-position="footer" track-type="footer link"> Google Workspace on YouTube </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//web.archive.org/web/20210127234115/https://twitter.com/googlecloud" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 12)" track-name="follow on twitter" track-metadata-module="footer" track-metadata-eventdetail="twitter.com/googlecloud" track-metadata-position="footer" 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