Pricing | BigQuery: Cloud Data Warehouse

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track-name="products" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" aria-label="submenu" hidden> <button class="devsite-tabs-close-button material-icons button-flat gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close dropdown menu" aria-label="Close dropdown menu" track-type="nav" track-name="close" track-metadata-eventdetail="#" track-metadata-position="nav - products" track-metadata-module="tertiary nav">close</button> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Featured Products</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/compute" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/compute" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="compute engine" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/compute-engine.png" srcset=" https://www.gstatic.com/cloud/images/navigation/compute-engine.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Compute Engine </div> <div class="devsite-nav-item-description"> Virtual machines running in Google’s data center. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/storage" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud storage" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/cloud-storage.png" srcset=" https://www.gstatic.com/cloud/images/navigation/cloud-storage.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud Storage </div> <div class="devsite-nav-item-description"> Object storage that’s secure, durable, and scalable. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigquery" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigquery" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="bigquery" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/bigquery.png" srcset=" https://www.gstatic.com/cloud/images/navigation/bigquery.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> BigQuery </div> <div class="devsite-nav-item-description"> Data warehouse for business agility and insights. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud run" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/cloud-run.png" srcset=" https://www.gstatic.com/cloud/images/navigation/cloud-run.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/kubernetes-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="google kubernetes engine" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/kubernetes-engine.png" srcset=" https://www.gstatic.com/cloud/images/navigation/kubernetes-engine.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> <div class="devsite-nav-item-description"> Managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vertex-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vertex-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="vertex ai" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/vertex-ai.png" srcset=" https://www.gstatic.com/cloud/images/navigation/vertex-ai.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Vertex AI </div> <div class="devsite-nav-item-description"> Unified platform for ML models and generative AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="looker" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/looker.png" srcset=" https://www.gstatic.com/cloud/images/navigation/looker.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="apigee api management" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/apigee.png" srcset=" https://www.gstatic.com/cloud/images/navigation/apigee.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> Manage the full life cycle of APIs anywhere with visibility and control. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sql" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sql" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud sql" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/cloud-sql.png" srcset=" https://www.gstatic.com/cloud/images/navigation/cloud-sql.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud SQL </div> <div class="devsite-nav-item-description"> Relational database services for MySQL, PostgreSQL and SQL Server. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/ai/gemini" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/ai/gemini" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="gemini" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/gemini.png" srcset=" https://www.gstatic.com/cloud/images/navigation/gemini.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Gemini </div> <div class="devsite-nav-item-description"> Google Cloud products powered by Gemini. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cdn" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cdn" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="cloud cdn" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/networking.png" srcset=" https://www.gstatic.com/cloud/images/navigation/networking.png" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Cloud CDN </div> <div class="devsite-nav-item-description"> Content delivery network for delivering web and video. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border dropdown-tabbed-menu-button-target"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products#featured-products/" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products#featured-products/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip track-name="see all products (100+)" > <div class="devsite-nav-item-title"> See all products (100+) </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="ai and machine learning" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> AI and Machine Learning </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vertex-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vertex-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vertex ai platform" > <div class="devsite-nav-item-title"> Vertex AI Platform </div> <div class="devsite-nav-item-description"> Unified platform for ML models and generative AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/generative-ai-studio" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/generative-ai-studio" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vertex ai studio" > <div class="devsite-nav-item-title"> Vertex AI Studio </div> <div class="devsite-nav-item-description"> Build, tune, and deploy foundation models on Vertex AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/agent-builder" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/agent-builder" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vertex ai agent builder" > <div class="devsite-nav-item-title"> Vertex AI Agent Builder </div> <div class="devsite-nav-item-description"> Build and deploy gen AI experiences. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/conversational-agents" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/conversational-agents" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="conversational-agents" > <div class="devsite-nav-item-title"> Conversational Agents </div> <div class="devsite-nav-item-description"> Build conversational AI with both deterministic and gen AI functionality. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/enterprise-search" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/enterprise-search" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="enterprise-search" > <div class="devsite-nav-item-title"> Vertex AI Search </div> <div class="devsite-nav-item-description"> Build Google-quality search for your enterprise apps and experiences. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/speech-to-text" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/speech-to-text" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="speech-to-text" > <div class="devsite-nav-item-title"> Speech-to-Text </div> <div class="devsite-nav-item-description"> Speech recognition and transcription across 125 languages. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/text-to-speech" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/text-to-speech" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="text-to-speech" > <div class="devsite-nav-item-title"> Text-to-Speech </div> <div class="devsite-nav-item-description"> Speech synthesis in 220+ voices and 40+ languages. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/translate" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/translate" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="translation ai" > <div class="devsite-nav-item-title"> Translation AI </div> <div class="devsite-nav-item-description"> Language detection, translation, and glossary support. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/document-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/document-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="document ai" > <div class="devsite-nav-item-title"> Document AI </div> <div class="devsite-nav-item-description"> Document processing and data capture automated at scale. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vision" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vision" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vision ai" > <div class="devsite-nav-item-title"> Vision AI </div> <div class="devsite-nav-item-description"> Custom and pre-trained models to detect emotion, text, and more. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/contact-center-ai-platform" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/contact-center-ai-platform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="contact center ai" > <div class="devsite-nav-item-title"> Contact Center as a Service </div> <div class="devsite-nav-item-description"> Omnichannel contact center solution that is native to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAE#ai-and-machine-learning" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAE#ai-and-machine-learning" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all ai and machine learning products" > <div class="devsite-nav-item-title"> See all AI and machine learning products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Business Intelligence</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="business intelligence" tooltip track-name="looker" > <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker-studio" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker-studio" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="business intelligence" tooltip track-name="looker studio" > <div class="devsite-nav-item-title"> Looker Studio </div> <div class="devsite-nav-item-description"> Interactive data suite for dashboarding, reporting, and analytics. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/compute" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/compute" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="compute" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Compute </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/compute" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/compute" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="compute engine" > <div class="devsite-nav-item-title"> Compute Engine </div> <div class="devsite-nav-item-description"> Virtual machines running in Google’s data center. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/appengine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/appengine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="app engine" > <div class="devsite-nav-item-title"> App Engine </div> <div class="devsite-nav-item-description"> Serverless application platform for apps and back ends. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/gpu" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/gpu" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud gpus" > <div class="devsite-nav-item-title"> Cloud GPUs </div> <div class="devsite-nav-item-description"> GPUs for ML, scientific computing, and 3D visualization. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/migrate/virtual-machines" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/migrate/virtual-machines" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migrate to virtual machines" > <div class="devsite-nav-item-title"> Migrate to Virtual Machines </div> <div class="devsite-nav-item-description"> Server and virtual machine migration to Compute Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/spot-vms" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/spot-vms" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="spot vms" > <div class="devsite-nav-item-title"> Spot VMs </div> <div class="devsite-nav-item-description"> Compute instances for batch jobs and fault-tolerant workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/batch" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/batch" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="batch" > <div class="devsite-nav-item-title"> Batch </div> <div class="devsite-nav-item-description"> Fully managed service for scheduling batch jobs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/compute/docs/nodes/sole-tenant-nodes" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/compute/docs/nodes/sole-tenant-nodes" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="sole-tenant nodes" > <div class="devsite-nav-item-title"> Sole-Tenant Nodes </div> <div class="devsite-nav-item-description"> Dedicated hardware for compliance, licensing, and management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bare-metal" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bare-metal" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bare metal" > <div class="devsite-nav-item-title"> Bare Metal </div> <div class="devsite-nav-item-description"> Infrastructure to run specialized workloads on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/recommender" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/recommender" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="recommender" > <div class="devsite-nav-item-title"> Recommender </div> <div class="devsite-nav-item-description"> Usage recommendations for Google Cloud products and services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vmware-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vmware-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vmware engine" > <div class="devsite-nav-item-title"> VMware Engine </div> <div class="devsite-nav-item-description"> Fully managed, native VMware Cloud Foundation software stack. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud run" > <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking 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src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Containers </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/kubernetes-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google kubernetes engine" > <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> <div class="devsite-nav-item-description"> Managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud run" > <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/build" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/build" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud build" > <div class="devsite-nav-item-title"> Cloud Build </div> <div class="devsite-nav-item-description"> Solution for running build steps in a Docker container. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/artifact-registry" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/artifact-registry" 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track-metadata-module="tertiary nav" tooltip track-name="bigquery" > <div class="devsite-nav-item-title"> BigQuery </div> <div class="devsite-nav-item-description"> Data warehouse for business agility and insights. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/looker" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/looker" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="looker" > <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataflow" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataflow" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataflow" > <div class="devsite-nav-item-title"> Dataflow </div> <div class="devsite-nav-item-description"> Streaming analytics for stream and batch processing. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/pubsub" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/pubsub" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="pub/sub" > <div class="devsite-nav-item-title"> Pub/Sub </div> <div class="devsite-nav-item-description"> Messaging service for event ingestion and delivery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataproc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataproc" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataproc" > <div class="devsite-nav-item-title"> Dataproc </div> <div class="devsite-nav-item-description"> Service for running Apache Spark and Apache Hadoop clusters. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/data-fusion" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/data-fusion" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud data fusion" > <div class="devsite-nav-item-title"> Cloud Data Fusion </div> <div class="devsite-nav-item-description"> Data integration for building and managing data pipelines. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/composer" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/composer" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud composer" > <div class="devsite-nav-item-title"> Cloud Composer </div> <div class="devsite-nav-item-description"> Workflow orchestration service built on Apache Airflow. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/biglake" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/biglake" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="biglake" > <div class="devsite-nav-item-title"> BigLake </div> <div class="devsite-nav-item-description"> Storage engine to query multi-format and multimodal data. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataplex" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataplex" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataplex" > <div class="devsite-nav-item-title"> Dataplex </div> <div class="devsite-nav-item-description"> Intelligent data fabric for unifying data management across silos. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataform" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataform" > <div class="devsite-nav-item-title"> Dataform </div> <div class="devsite-nav-item-description"> Build, version control, and deploy SQL workflows in BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/analytics-hub" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/analytics-hub" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="analytics hub" > <div class="devsite-nav-item-title"> Analytics Hub </div> <div class="devsite-nav-item-description"> Service for securely and efficiently exchanging data analytics assets. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAQ#data-analytics" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAQ#data-analytics" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all data analytics products" > <div class="devsite-nav-item-title"> See all data analytics products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/databases" 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Fully managed, PostgreSQL-compatible database for enterprise workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/sql" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sql" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud sql" > <div class="devsite-nav-item-title"> Cloud SQL </div> <div class="devsite-nav-item-description"> Fully managed database for MySQL, PostgreSQL, and SQL Server. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/firestore" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/firestore" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="firestore" > <div class="devsite-nav-item-title"> Firestore </div> <div class="devsite-nav-item-description"> Cloud-native document database for building rich mobile, web, and IoT apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/spanner" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/spanner" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="spanner" > <div class="devsite-nav-item-title"> Spanner </div> <div class="devsite-nav-item-description"> Cloud-native relational database with unlimited scale and 99.999% availability. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigtable" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigtable" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bigtable" > <div class="devsite-nav-item-title"> Bigtable </div> <div class="devsite-nav-item-description"> Cloud-native wide-column database for large-scale, low-latency workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/datastream" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/datastream" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="datastream" > <div class="devsite-nav-item-title"> Datastream </div> <div class="devsite-nav-item-description"> Serverless change data capture and replication service. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/database-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/database-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="database migration service" > <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bare-metal" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bare-metal" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bare metal solution" > <div class="devsite-nav-item-title"> Bare Metal Solution </div> <div class="devsite-nav-item-description"> Fully managed infrastructure for your Oracle workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/memorystore" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/memorystore" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="memorystore" > <div class="devsite-nav-item-title"> Memorystore </div> <div class="devsite-nav-item-description"> Fully managed Redis and Memcached for sub-millisecond data access. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/tools" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="developer tools" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Developer Tools </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section 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</a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/scheduler" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/scheduler" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud scheduler" > <div class="devsite-nav-item-title"> Cloud Scheduler </div> <div class="devsite-nav-item-description"> Cron job scheduler for task automation and management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/source-repositories" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/source-repositories" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud source repositories" > <div class="devsite-nav-item-title"> Cloud Source Repositories </div> <div class="devsite-nav-item-description"> Private Git repository to store, manage, and track code. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/infrastructure-manager" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/infrastructure-manager" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="infrastructure manager" > <div class="devsite-nav-item-title"> Infrastructure Manager </div> <div class="devsite-nav-item-description"> Automate infrastructure management with Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/workstations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/workstations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud workstations" > <div class="devsite-nav-item-title"> Cloud Workstations </div> <div class="devsite-nav-item-description"> Managed and secure development environments in the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/gemini/code-assist" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/gemini/code-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="gemini code assist" > <div class="devsite-nav-item-title"> Gemini Code Assist </div> <div class="devsite-nav-item-description"> AI-powered assistant available across Google Cloud and your IDE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAI#developer-tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAI#developer-tools" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all developer tools" > <div class="devsite-nav-item-title"> See all developer tools </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/distributed-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="distributed cloud" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Distributed Cloud </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/distributed-cloud-edge" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud-edge" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google distributed cloud connected" > <div class="devsite-nav-item-title"> Google Distributed Cloud Connected </div> <div class="devsite-nav-item-description"> Distributed cloud services for edge workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/distributed-cloud-hosted" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud-hosted" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google distributed cloud air-gapped" > <div class="devsite-nav-item-title"> Google Distributed Cloud Air-gapped </div> <div class="devsite-nav-item-description"> Distributed cloud for air-gapped workloads. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Hybrid and Multicloud</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/kubernetes-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="google kubernetes engine" > <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> <div class="devsite-nav-item-description"> Managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="apigee api management" > <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> API management, development, and security platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/migrate/containers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/migrate/containers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="migrate to containers" > <div class="devsite-nav-item-title"> Migrate to Containers </div> <div class="devsite-nav-item-description"> Tool to move workloads and existing applications to GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/traffic-director" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/traffic-director" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="traffic director" > <div class="devsite-nav-item-title"> Traffic Director </div> <div class="devsite-nav-item-description"> Traffic control pane and management for open service mesh. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/build" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/build" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="cloud build" > <div class="devsite-nav-item-title"> Cloud Build </div> <div class="devsite-nav-item-description"> Service for executing builds on Google Cloud infrastructure. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/operations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="operations" > <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://cloud.google.com/distributed-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="hybrid and multicloud" tooltip track-name="google distributed cloud" > <div class="devsite-nav-item-title"> Google Distributed Cloud </div> <div class="devsite-nav-item-description"> Fully managed solutions for the edge and data centers. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Industry Specific</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/anti-money-laundering-ai" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/anti-money-laundering-ai" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="anti money laundering ai" > <div class="devsite-nav-item-title"> Anti Money Laundering AI </div> <div class="devsite-nav-item-description"> Detect suspicious, potential money laundering activity with AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/healthcare-api" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/healthcare-api" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="cloud healthcare api" > <div class="devsite-nav-item-title"> Cloud Healthcare API </div> <div class="devsite-nav-item-description"> Solution for bridging existing care systems and apps on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/device-connect" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/device-connect" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="device connect for fitbit" > <div class="devsite-nav-item-title"> Device Connect for Fitbit </div> <div class="devsite-nav-item-description"> Gain a 360-degree patient view with connected Fitbit data on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/telecom-network-automation" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/telecom-network-automation" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="telecom network automation" > <div class="devsite-nav-item-title"> Telecom Network Automation </div> <div class="devsite-nav-item-description"> Ready to use cloud-native automation for telecom networks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/telecom-data-fabric" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/telecom-data-fabric" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="telecom data fabric" > <div class="devsite-nav-item-title"> Telecom Data Fabric </div> <div class="devsite-nav-item-description"> Telecom data management and analytics with an automated approach. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/telecom-subscriber-insights" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/telecom-subscriber-insights" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="telecom subscriber insights" > <div class="devsite-nav-item-title"> Telecom Subscriber Insights </div> <div class="devsite-nav-item-description"> Ingests data to improve subscriber acquisition and retention. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/spectrum-access-system" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/spectrum-access-system" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="industry specific" tooltip track-name="spectrum access system (sas)" > <div class="devsite-nav-item-title"> Spectrum Access System (SAS) </div> <div class="devsite-nav-item-description"> Controls fundamental access to the Citizens Broadband Radio Service (CBRS). </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/integration-services" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/integration-services" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="integration services" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Integration Services </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/application-integration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/application-integration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="application integration" > <div class="devsite-nav-item-title"> Application Integration </div> <div class="devsite-nav-item-description"> Connect to 3rd party apps and enable data consistency without code. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/workflows" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/workflows" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="workflows" > <div class="devsite-nav-item-title"> Workflows </div> <div class="devsite-nav-item-description"> Workflow orchestration for serverless products and API services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="apigee api management" > <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> Manage the full life cycle of APIs anywhere with visibility and control. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/tasks" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/tasks" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud tasks" > <div class="devsite-nav-item-title"> Cloud Tasks </div> <div class="devsite-nav-item-description"> Task management service for asynchronous task execution. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/scheduler" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/scheduler" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud scheduler" > <div class="devsite-nav-item-title"> Cloud Scheduler </div> <div class="devsite-nav-item-description"> Cron job scheduler for task automation and management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dataproc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dataproc" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="dataproc" > <div class="devsite-nav-item-title"> Dataproc </div> <div class="devsite-nav-item-description"> Service for running Apache Spark and Apache Hadoop clusters. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/data-fusion" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/data-fusion" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud data fusion" > <div class="devsite-nav-item-title"> Cloud Data Fusion </div> <div class="devsite-nav-item-description"> Data integration for building and managing data pipelines. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/composer" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/composer" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud composer" > <div class="devsite-nav-item-title"> Cloud Composer </div> <div class="devsite-nav-item-description"> Workflow orchestration service built on Apache Airflow. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/pubsub" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/pubsub" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="pub/sub" > <div class="devsite-nav-item-title"> Pub/Sub </div> <div class="devsite-nav-item-description"> Messaging service for event ingestion and delivery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/eventarc/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/eventarc/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="eventarc" > <div class="devsite-nav-item-title"> Eventarc </div> <div class="devsite-nav-item-description"> Build an event-driven architecture that can connect any service. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/management" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="management tools" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Management Tools </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/shell" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/shell" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud shell" > <div class="devsite-nav-item-title"> Cloud Shell </div> <div class="devsite-nav-item-description"> Interactive shell environment with a built-in command line. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cloud-console" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cloud-console" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud console" > <div class="devsite-nav-item-title"> Cloud console </div> <div class="devsite-nav-item-description"> Web-based interface for managing and monitoring cloud apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/endpoints" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/endpoints" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud endpoints" > <div class="devsite-nav-item-title"> Cloud Endpoints </div> <div class="devsite-nav-item-description"> Deployment and development management for APIs on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/iam" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/iam" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud iam" > <div class="devsite-nav-item-title"> Cloud IAM </div> <div class="devsite-nav-item-description"> Permissions management system for Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/apis" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apis" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud apis" > <div class="devsite-nav-item-title"> Cloud APIs </div> <div class="devsite-nav-item-description"> Programmatic interfaces for Google Cloud services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/private-catalog" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/private-catalog" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="service catalog" > <div class="devsite-nav-item-title"> Service Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cost-management" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cost-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cost management" > <div class="devsite-nav-item-title"> Cost Management </div> <div class="devsite-nav-item-description"> Tools for monitoring, controlling, and optimizing your costs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/operations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="operations" > <div class="devsite-nav-item-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://cloud.google.com/carbon-footprint" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/carbon-footprint" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="carbon footprint" > <div class="devsite-nav-item-title"> Carbon Footprint </div> <div class="devsite-nav-item-description"> Dashboard to view and export Google Cloud carbon emissions reports. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/config-connector/docs/overview" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/config-connector/docs/overview" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="config connector" > <div class="devsite-nav-item-title"> Config Connector </div> <div class="devsite-nav-item-description"> Kubernetes add-on for managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/active-assist" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/active-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="active assist" > <div class="devsite-nav-item-title"> Active Assist </div> <div class="devsite-nav-item-description"> Tools for easily managing performance, security, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAY#managment-tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAY#managment-tools" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all management tools" > <div class="devsite-nav-item-title"> See all management tools </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/geospatial" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/geospatial" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="maps and geospatial" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Maps and Geospatial </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/earth-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/earth-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="earth engine" > <div class="devsite-nav-item-title"> Earth Engine </div> <div class="devsite-nav-item-description"> Geospatial platform for Earth observation data and analysis. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://mapsplatform.google.com/" track-type="nav" track-metadata-eventdetail="https://mapsplatform.google.com/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google maps platform" > <div class="devsite-nav-item-title"> Google Maps Platform </div> <div class="devsite-nav-item-description"> Create immersive location experiences and improve business operations. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Media Services</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cdn" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cdn" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="cloud cdn" > <div class="devsite-nav-item-title"> Cloud CDN </div> <div class="devsite-nav-item-description"> Content delivery network for serving web and video content. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/livestream/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/livestream/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="live stream api" > <div class="devsite-nav-item-title"> Live Stream API </div> <div class="devsite-nav-item-description"> Service to convert live video and package for streaming. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/opencue" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/opencue" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="opencue" > <div class="devsite-nav-item-title"> OpenCue </div> <div class="devsite-nav-item-description"> Open source render manager for visual effects and animation. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/transcoder/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/transcoder/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="transcoder api" > <div class="devsite-nav-item-title"> Transcoder API </div> <div class="devsite-nav-item-description"> Convert video files and package them for optimized delivery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/video-stitcher" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/video-stitcher" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media services" tooltip track-name="video stitcher api" > <div class="devsite-nav-item-title"> Video Stitcher API </div> <div class="devsite-nav-item-description"> Service for dynamic or server side ad insertion. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/cloud-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migration" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/migration-center/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/migration-center/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migration center" > <div class="devsite-nav-item-title"> Migration Center </div> <div class="devsite-nav-item-description"> Unified platform for migrating and modernizing with Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/application-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/application-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="application migration" > <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> App migration to the cloud for low-cost refresh cycles. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/migrate/virtual-machines" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/migrate/virtual-machines" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migrate to virtual machines" > <div class="devsite-nav-item-title"> Migrate to Virtual Machines </div> <div class="devsite-nav-item-description"> Components for migrating VMs and physical servers to Compute Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/foundation-toolkit" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/foundation-toolkit" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud foundation toolkit" > <div class="devsite-nav-item-title"> Cloud Foundation Toolkit </div> <div class="devsite-nav-item-description"> Reference templates for Deployment Manager and Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/database-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/database-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="database migration service" > <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/migrate/containers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/migrate/containers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="migrate to containers" > <div class="devsite-nav-item-title"> Migrate to Containers </div> <div class="devsite-nav-item-description"> Components for migrating VMs into system containers on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/bigquery-transfer/docs/introduction" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/bigquery-transfer/docs/introduction" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="bigquery data transfer service" > <div class="devsite-nav-item-title"> BigQuery Data Transfer Service </div> <div class="devsite-nav-item-description"> Data import service for scheduling and moving data into BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/solutions/cloud-migration-program" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/cloud-migration-program" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="rapid migration and modernization program" > <div class="devsite-nav-item-title"> Rapid Migration and Modernization Program </div> <div class="devsite-nav-item-description"> End-to-end migration program to simplify your path to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/transfer-appliance/docs/4.0" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/transfer-appliance/docs/4.0" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="transfer appliance" > <div class="devsite-nav-item-title"> Transfer Appliance </div> <div class="devsite-nav-item-description"> Storage server for moving large volumes of data to Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/storage-transfer-service" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/storage-transfer-service" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="storage transfer service" > <div class="devsite-nav-item-title"> Storage Transfer Service </div> <div class="devsite-nav-item-description"> Data transfers from online and on-premises sources to Cloud Storage. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vmware-engine" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vmware-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="vmware engine" > <div class="devsite-nav-item-title"> VMware Engine </div> <div class="devsite-nav-item-description"> Migrate and run your VMware workloads natively on Google Cloud. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Mixed Reality</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/immersive-stream/xr" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/immersive-stream/xr" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="mixed reality" tooltip track-name="immersive stream for xr" > <div class="devsite-nav-item-title"> Immersive Stream for XR </div> <div class="devsite-nav-item-description"> Hosts, renders, and streams 3D and XR experiences. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/networking" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/networking" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="networking" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Networking </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/armor" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/armor" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud armor" > <div class="devsite-nav-item-title"> Cloud Armor </div> <div class="devsite-nav-item-description"> Security policies and defense against web and DDoS attacks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/cdn" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cdn" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud cdn and media cdn" > <div class="devsite-nav-item-title"> Cloud CDN and Media CDN </div> <div class="devsite-nav-item-description"> Content delivery network for serving web and video content. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/dns" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/dns" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud dns" > <div class="devsite-nav-item-title"> Cloud DNS </div> <div class="devsite-nav-item-description"> Domain name system for reliable and low-latency name lookups. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/load-balancing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/load-balancing" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud load balancing" > <div class="devsite-nav-item-title"> Cloud Load Balancing </div> <div class="devsite-nav-item-description"> Service for distributing traffic across applications and regions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/nat" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/nat" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud nat" > <div class="devsite-nav-item-title"> Cloud NAT </div> <div class="devsite-nav-item-description"> NAT service for giving private instances internet access. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/hybrid-connectivity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/hybrid-connectivity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud connectivity" > <div class="devsite-nav-item-title"> Cloud Connectivity </div> <div class="devsite-nav-item-description"> Connectivity options for VPN, peering, and enterprise needs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/network-connectivity-center" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/network-connectivity-center" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="network connectivity center" > <div class="devsite-nav-item-title"> Network Connectivity Center </div> <div class="devsite-nav-item-description"> Connectivity management to help simplify and scale networks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/network-intelligence-center" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/network-intelligence-center" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="network intelligence center" > <div class="devsite-nav-item-title"> Network Intelligence Center </div> <div class="devsite-nav-item-description"> Network monitoring, verification, and optimization platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/network-tiers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/network-tiers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="network service tiers" > <div class="devsite-nav-item-title"> Network Service Tiers </div> <div class="devsite-nav-item-description"> Cloud network options based on performance, availability, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/vpc" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/vpc" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="virtual private cloud" > <div class="devsite-nav-item-title"> Virtual Private Cloud </div> <div class="devsite-nav-item-description"> Single VPC for an entire organization, isolated within projects. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/private-service-connect" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/private-service-connect" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="private service connect" > <div class="devsite-nav-item-title"> Private Service Connect </div> <div class="devsite-nav-item-description"> Secure connection between your VPC and services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products?pds=CAUSAQ0#networking" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products?pds=CAUSAQ0#networking" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="see all networking products" > <div class="devsite-nav-item-title"> See all networking products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/operations" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="operations" > <div class="devsite-nav-item-icon-container" size="medium" > <picture> <img class="devsite-nav-item-icon" alt="" src="https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset=" https://www.gstatic.com/cloud/images/navigation/forward.svg" sizes="100vw" loading="lazy" > </picture> </div> <div class="devsite-nav-item-title"> Operations </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/logging" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/logging" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud logging" > <div class="devsite-nav-item-title"> Cloud Logging </div> <div class="devsite-nav-item-description"> Google Cloud audit, platform, and application logs management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/monitoring" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/monitoring" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud monitoring" > <div class="devsite-nav-item-title"> Cloud Monitoring </div> <div class="devsite-nav-item-description"> Infrastructure and application health with rich metrics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/error-reporting" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/error-reporting" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="error reporting" > <div class="devsite-nav-item-title"> Error Reporting </div> <div class="devsite-nav-item-description"> Application error identification and analysis. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/debugger" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/debugger" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud debugger" > <div class="devsite-nav-item-title"> Cloud Debugger </div> <div class="devsite-nav-item-description"> Real-time application state inspection and in -production debugging. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/trace" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/trace" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud trace" > <div class="devsite-nav-item-title"> Cloud Trace </div> <div class="devsite-nav-item-description"> Tracing system collecting latency data from applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/profiler" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/profiler" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud profiler" > <div class="devsite-nav-item-title"> Cloud Profiler </div> <div class="devsite-nav-item-description"> CPU and heap profiler for analyzing application performance. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/docs/quotas" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/quotas" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud quotas" > <div class="devsite-nav-item-title"> Cloud Quotas </div> <div class="devsite-nav-item-description"> Manage quotas for all Google Cloud services. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Productivity and Collaboration</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://about.appsheet.com/home/" track-type="nav" track-metadata-eventdetail="https://about.appsheet.com/home/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="appsheet" > <div class="devsite-nav-item-title"> AppSheet </div> <div class="devsite-nav-item-description"> No-code development platform to build and extend applications. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://cloud.google.com/appsheet/automation" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/appsheet/automation" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="appsheet automation" > <div class="devsite-nav-item-title"> AppSheet Automation </div> <div class="devsite-nav-item-description"> Build automations and applications on a unified platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" 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track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Solutions" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Solutions </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Solutions" track-name="solutions" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > <span class="devsite-nav-text" tooltip menu="Solutions"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Solutions"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/products" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Products" track-name="products" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Products" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Products </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Products" track-name="products" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > <span class="devsite-nav-text" tooltip menu="Products"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Products"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/pricing" class="devsite-nav-title gc-analytics-event devsite-nav-has-children devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pricing" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pricing </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" > <span class="devsite-nav-text" tooltip menu="Pricing"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Pricing"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/start" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Resources" track-name="resources" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Resources" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Resources </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Resources" track-name="resources" > <span class="devsite-nav-text" tooltip menu="Resources"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Resources"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="documentation" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Docs" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Docs </span> </a> </li> <li class="devsite-nav-item"> <a href="/support-hub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Support" track-name="support" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Support" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Support </span> </a> </li> <li class="devsite-nav-item"> <a href="//console.cloud.google.com/" class="devsite-nav-title gc-analytics-event " track-metadata-position="nav" track-name="console" referrerpolicy="no-referrer-when-downgrade" track-type="globalNav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Console" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Console </span> </a> </li> <li class="devsite-nav-item"> <a href="/contact" class="cta-button-secondary button" track-type="contact" track-name="sales" data-overflow-container="left" data-overflow="devsite-tabs-wrapper" track-metadata-eventDetail="nav" track-metadata-position="nav" data-overflow-wrapper="tab" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Us" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Contact Us </span> </a> </li> <li class="devsite-nav-item"> <a href="//console.cloud.google.com/freetrial" class="cloud-free-trial-button cta-button-primary button-primary button cloud-button cloud-button--primary" data-overflow-class="devsite-header-link devsite-top-button button cloud-free-trial-button cloud-free-trial-enabled cloud-button cloud-button--primary" track-name="gcpCta" track-metadata-eventDetail="nav" referrerpolicy="no-referrer-when-downgrade" data-overflow="devsite-top-logo-row" data-overflow-container="right" track-metadata-position="nav" track-type="freeTrial" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Start free" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Start free </span> </a> </li> </ul> </div> <div class="devsite-mobile-nav-bottom"> <ul class="devsite-nav-list" menu="Overview" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Accelerate your digital transformation </span> </span> </li> <li class="devsite-nav-item"> <a href="/why-google-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Learn more" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Learn more </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Key benefits </span> </span> </li> <li class="devsite-nav-item"> <a href="/why-google-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Why Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Why Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI and ML" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI and ML </span> </a> </li> <li class="devsite-nav-item"> <a href="/multicloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Multicloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/infrastructure" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Global infrastructure" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Global infrastructure </span> </a> </li> <li class="devsite-nav-item"> <a href="/data-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/modern-infrastructure" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Modern Infrastructure Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Modern Infrastructure Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Productivity and collaboration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Productivity and collaboration </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Reports and insights </span> </span> </li> <li class="devsite-nav-item"> <a href="/executive-insights" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Executive insights" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Executive insights </span> </a> </li> <li class="devsite-nav-item"> <a href="/analyst-reports" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analyst reports" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Analyst reports </span> </a> </li> <li class="devsite-nav-item"> <a href="/whitepapers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Whitepapers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Whitepapers </span> </a> </li> <li class="devsite-nav-item"> <a href="/customers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Customer stories" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Customer stories </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Solutions" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/solutions#industry-solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Industry Solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Industry Solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/retail" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Retail" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Retail </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cpg" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Consumer Packaged Goods" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Consumer Packaged Goods </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/financial-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Financial Services" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Financial Services </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/healthcare-life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Healthcare and Life Sciences" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Healthcare and Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/media-entertainment" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Media and Entertainment" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Media and Entertainment </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/telecommunications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecommunications" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecommunications </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/games" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Games" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Games </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/manufacturing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Manufacturing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Manufacturing </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/supply-chain-logistics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Supply Chain and Logistics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Supply Chain and Logistics </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/government" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Government" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Government </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/education" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Education" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Education </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions#industry-solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all industry solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all industry solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/camp" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/camp" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: CAMP" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > CAMP </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/modernize-traditional-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Modernize Traditional Applications" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Modernize Traditional Applications </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/migrate-from-paas" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate from PaaS&#58; Cloud Foundry, Openshift" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate from PaaS&#58; Cloud Foundry, Openshift </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/mainframe-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate from Mainframe" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate from Mainframe </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/software-delivery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Modernize Software Delivery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Modernize Software Delivery </span> </a> </li> <li class="devsite-nav-item"> <a href="/devops" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: DevOps Best Practices" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > DevOps Best Practices </span> </a> </li> <li class="devsite-nav-item"> <a href="/sre" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SRE Principles" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > SRE Principles </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/app-modernization/day-2-operations-for-gke" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Day 2 Operations for GKE" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Day 2 Operations for GKE </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/finops-optimize-gke" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: FinOps and Optimization of GKE" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > FinOps and Optimization of GKE </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/modernize-with-edge" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Run Applications at the Edge" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Run Applications at the Edge </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/architect-multicloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Architect for Multicloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Architect for Multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/serverless" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Go Serverless" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Go Serverless </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artificial Intelligence" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Artificial Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/customer-engagement-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Customer Engagement Suite with Google AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Customer Engagement Suite with Google AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/document-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Document AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Document AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/retail-product-discovery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Search for retail" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Search for retail </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/gemini" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini for Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini for Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/use-cases/generative-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Generative AI on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Generative AI on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/apis-and-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: APIs and Applications" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > APIs and Applications </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/new-channels-using-apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: New Business Channels Using APIs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > New Business Channels Using APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/unlocking-legacy-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Unlocking Legacy Applications Using APIs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Unlocking Legacy Applications Using APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/open-banking-apix" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open Banking APIx" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Open Banking APIx </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/smart-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-lake" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Lake Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Lake Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/stream-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Stream Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Stream Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/marketing-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Marketing Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Marketing Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/datasets" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Datasets" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Datasets </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/business-intelligence" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Business Intelligence" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Business Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/use-cases/ai-data-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI for Data Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI for Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/database-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/databases/games" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases for Games" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Databases for Games </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/migrate-oracle-workloads" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate Oracle workloads to Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate Oracle workloads to Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/open-source-databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open Source Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Open Source Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql-server" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SQL Server on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > SQL Server on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/gemini/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini for Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini for Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/infrastructure-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Infrastructure Modernization" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Infrastructure Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/sap" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SAP on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > SAP on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/hpc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: High Performance Computing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > High Performance Computing </span> </a> </li> <li class="devsite-nav-item"> <a href="/windows" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Windows on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Windows on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/data-center-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Center Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Center Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Active Assist" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Active Assist </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/virtual-desktops" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Virtual Desktops" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Virtual Desktops </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Migration and Modernization Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Rapid Migration and Modernization Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/backup-dr" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Backup and Disaster Recovery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Backup and Disaster Recovery </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/redhat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Red Hat on Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Red Hat on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cross-cloud-network" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cross-Cloud Network" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cross-Cloud Network </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/observability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Observability" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Observability </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/enterprise/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Productivity and Collaboration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Productivity and Collaboration </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/essentials/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace Essentials" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace Essentials </span> </a> </li> <li class="devsite-nav-item"> <a href="/identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Identity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Chrome Enterprise" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Chrome Enterprise </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/products/cloud-search/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Search" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Search </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/security-analytics-and-operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security Analytics and Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security Analytics and Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/web-app-and-api-protection" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Web App and API Protection" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Web App and API Protection </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/security-and-resilience" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security and Resilience Framework" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security and Resilience Framework </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/risk-and-compliance-as-code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Risk and compliance as code (RCaC)" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Risk and compliance as code (RCaC) </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/software-supply-chain-security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Software Supply Chain Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Software Supply Chain Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/security-foundation" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security Foundation" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security Foundation </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/secops-cybershield" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Cybershield™" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Cybershield™ </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions#section-13" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Startups and SMB" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Startups and SMB </span> </a> </li> <li class="devsite-nav-item"> <a href="/startup" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Startup Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Startup Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/smb" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Small and Medium Business" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Small and Medium Business </span> </a> </li> <li class="devsite-nav-item"> <a href="/saas" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Software as a Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Software as a Service </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Products" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Featured Products </span> </span> </li> <li class="devsite-nav-item"> <a href="/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/vertex-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Apigee API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/ai/gemini" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini </span> </a> </li> <li class="devsite-nav-item"> <a href="/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/products#featured-products/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all products (100+)" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all products (100+) </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI and Machine Learning" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI and Machine Learning </span> </a> </li> <li class="devsite-nav-item"> <a href="/vertex-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Platform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/generative-ai-studio" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Studio" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/agent-builder" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Agent Builder" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Agent Builder </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/conversational-agents" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Conversational Agents" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Conversational Agents </span> </a> </li> <li class="devsite-nav-item"> <a href="/enterprise-search" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vertex AI Search" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vertex AI Search </span> </a> </li> <li class="devsite-nav-item"> <a href="/speech-to-text" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Speech-to-Text" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Speech-to-Text </span> </a> </li> <li class="devsite-nav-item"> <a href="/text-to-speech" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Text-to-Speech" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Text-to-Speech </span> </a> </li> <li class="devsite-nav-item"> <a href="/translate" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Translation AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Translation AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/document-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Document AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Document AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/vision" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Vision AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Vision AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/contact-center-ai-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Center as a Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Contact Center as a Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAE#ai-and-machine-learning" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all AI and machine learning products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all AI and machine learning products </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Business Intelligence </span> </span> </li> <li class="devsite-nav-item"> <a href="/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/looker-studio" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker Studio" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute </span> </a> </li> <li class="devsite-nav-item"> <a href="/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/appengine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: App Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > App Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/gpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud GPUs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud GPUs </span> </a> </li> <li class="devsite-nav-item"> <a href="/migrate/virtual-machines" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Virtual Machines" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Virtual Machines </span> </a> </li> <li class="devsite-nav-item"> <a href="/spot-vms" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Spot VMs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Spot VMs </span> </a> </li> <li class="devsite-nav-item"> <a href="/batch" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Batch" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Batch </span> </a> </li> <li class="devsite-nav-item"> <a href="/compute/docs/nodes/sole-tenant-nodes" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Sole-Tenant Nodes" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Sole-Tenant Nodes </span> </a> </li> <li class="devsite-nav-item"> <a href="/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Bare Metal </span> </a> </li> <li class="devsite-nav-item"> <a href="/recommender" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Recommender" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Recommender </span> </a> </li> <li class="devsite-nav-item"> <a href="/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAUSAQw#compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all compute products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all compute products </span> </a> </li> <li class="devsite-nav-item"> <a href="/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/artifact-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/deploy" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deploy" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Deploy </span> </a> </li> <li class="devsite-nav-item"> <a href="/migrate/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/deep-learning-containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Deep Learning Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Deep Learning Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/knative" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Knative" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Knative </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/smart-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Analytics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataflow" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataflow </span> </a> </li> <li class="devsite-nav-item"> <a href="/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataproc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataproc" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataproc </span> </a> </li> <li class="devsite-nav-item"> <a href="/data-fusion" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Fusion" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Data Fusion </span> </a> </li> <li class="devsite-nav-item"> <a href="/composer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Composer" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Composer </span> </a> </li> <li class="devsite-nav-item"> <a href="/biglake" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigLake" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigLake </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataplex" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataplex" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataplex </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataform </span> </a> </li> <li class="devsite-nav-item"> <a href="/analytics-hub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analytics Hub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Analytics Hub </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAQ#data-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all data analytics products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all data analytics products </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/alloydb" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AlloyDB for PostgreSQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AlloyDB for PostgreSQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/firestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firestore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Firestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/spanner" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Spanner" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Spanner </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigtable" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bigtable" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Bigtable </span> </a> </li> <li class="devsite-nav-item"> <a href="/datastream" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Datastream" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Datastream </span> </a> </li> <li class="devsite-nav-item"> <a href="/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal Solution" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Bare Metal Solution </span> </a> </li> <li class="devsite-nav-item"> <a href="/memorystore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Memorystore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Memorystore </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Developer Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/artifact-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/deploy" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deploy" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Deploy </span> </a> </li> <li class="devsite-nav-item"> <a href="/deployment-manager/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deployment Manager" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Deployment Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/sdk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SDK" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SDK </span> </a> </li> <li class="devsite-nav-item"> <a href="/scheduler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/source-repositories" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Source Repositories" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Source Repositories </span> </a> </li> <li class="devsite-nav-item"> <a href="/infrastructure-manager" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Infrastructure Manager" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Infrastructure Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/workstations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Workstations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Workstations </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/gemini/code-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini Code Assist" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini Code Assist </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAI#developer-tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all developer tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all developer tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Distributed Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Distributed Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud-edge" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud Connected" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Distributed Cloud Connected </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud-hosted" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud Air-gapped" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Distributed Cloud Air-gapped </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Hybrid and Multicloud </span> </span> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Apigee API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/migrate/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/traffic-director" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Traffic Director" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/distributed-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Distributed Cloud </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Industry Specific </span> </span> </li> <li class="devsite-nav-item"> <a href="/anti-money-laundering-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anti Money Laundering AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Anti Money Laundering AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/healthcare-api" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Healthcare API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Healthcare API </span> </a> </li> <li class="devsite-nav-item"> <a href="/device-connect" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Device Connect for Fitbit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Device Connect for Fitbit </span> </a> </li> <li class="devsite-nav-item"> <a href="/telecom-network-automation" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecom Network Automation" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecom Network Automation </span> </a> </li> <li class="devsite-nav-item"> <a href="/telecom-data-fabric" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecom Data Fabric" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecom Data Fabric </span> </a> </li> <li class="devsite-nav-item"> <a href="/telecom-subscriber-insights" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecom Subscriber Insights" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Telecom Subscriber Insights </span> </a> </li> <li class="devsite-nav-item"> <a href="/spectrum-access-system" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Spectrum Access System (SAS)" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Spectrum Access System (SAS) </span> </a> </li> <li class="devsite-nav-item"> <a href="/integration-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Integration Services" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Integration Services </span> </a> </li> <li class="devsite-nav-item"> <a href="/application-integration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Integration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Integration </span> </a> </li> <li class="devsite-nav-item"> <a href="/workflows" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Workflows" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Workflows </span> </a> </li> <li class="devsite-nav-item"> <a href="/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Apigee API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/tasks" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Tasks" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Tasks </span> </a> </li> <li class="devsite-nav-item"> <a href="/scheduler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/dataproc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataproc" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Dataproc </span> </a> </li> <li class="devsite-nav-item"> <a href="/data-fusion" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Fusion" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Data Fusion </span> </a> </li> <li class="devsite-nav-item"> <a href="/composer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Composer" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Composer </span> </a> </li> <li class="devsite-nav-item"> <a href="/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a href="/eventarc/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Eventarc" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Eventarc </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Management Tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Management Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/shell" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Shell" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Shell </span> </a> </li> <li class="devsite-nav-item"> <a href="/cloud-console" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud console" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud console </span> </a> </li> <li class="devsite-nav-item"> <a href="/endpoints" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Endpoints" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Endpoints </span> </a> </li> <li class="devsite-nav-item"> <a href="/iam" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a href="/apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud APIs" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/private-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Service Catalog" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Service Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cost Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/carbon-footprint" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Carbon Footprint" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Carbon Footprint </span> </a> </li> <li class="devsite-nav-item"> <a href="/config-connector/docs/overview" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Config Connector" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Config Connector </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Active Assist" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Active Assist </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAY#managment-tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all management tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all management tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/geospatial" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Maps and Geospatial" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Maps and Geospatial </span> </a> </li> <li class="devsite-nav-item"> <a href="/earth-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Earth Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Earth Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="https://mapsplatform.google.com/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Maps Platform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Maps Platform </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Media Services </span> </span> </li> <li class="devsite-nav-item"> <a href="/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/livestream/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Live Stream API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Live Stream API </span> </a> </li> <li class="devsite-nav-item"> <a href="/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"> <span class="devsite-nav-text" tooltip > OpenCue </span> </a> </li> <li class="devsite-nav-item"> <a href="/transcoder/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transcoder API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Transcoder API </span> </a> </li> <li class="devsite-nav-item"> <a href="/video-stitcher" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Video Stitcher API" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Video Stitcher API </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/cloud-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/migration-center/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migration Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/migrate/virtual-machines" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Virtual Machines" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Virtual Machines </span> </a> </li> <li class="devsite-nav-item"> <a href="/foundation-toolkit" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Foundation Toolkit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Foundation Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/migrate/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate to Containers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migrate to Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery-transfer/docs/introduction" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery Data Transfer Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery Data Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Migration and Modernization Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Rapid Migration and Modernization Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/transfer-appliance/docs/4.0" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transfer Appliance" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Transfer Appliance </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage-transfer-service" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage Transfer Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > VMware Engine </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Mixed Reality </span> </span> </li> <li class="devsite-nav-item"> <a href="/immersive-stream/xr" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Immersive Stream for XR" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Immersive Stream for XR </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN and Media CDN" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud CDN and Media CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/dns" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud DNS" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud DNS </span> </a> </li> <li class="devsite-nav-item"> <a href="/load-balancing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Load Balancing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Load Balancing </span> </a> </li> <li class="devsite-nav-item"> <a href="/nat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud NAT" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud NAT </span> </a> </li> <li class="devsite-nav-item"> <a href="/hybrid-connectivity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Connectivity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Connectivity </span> </a> </li> <li class="devsite-nav-item"> <a href="/network-connectivity-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Connectivity Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Network Connectivity Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/network-intelligence-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Intelligence Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Network Intelligence Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/network-tiers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Network Service Tiers </span> </a> </li> <li class="devsite-nav-item"> <a href="/vpc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Virtual Private Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Virtual Private Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/private-service-connect" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Private Service Connect" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Private Service Connect </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAUSAQ0#networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all networking products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all networking products </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/logging" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Logging" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Logging </span> </a> </li> <li class="devsite-nav-item"> <a href="/monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Monitoring" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/error-reporting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Error Reporting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Error Reporting </span> </a> </li> <li class="devsite-nav-item"> <a href="/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"> <span class="devsite-nav-text" tooltip > Cloud Debugger </span> </a> </li> <li class="devsite-nav-item"> <a href="/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"> <span class="devsite-nav-text" tooltip > Cloud Trace </span> </a> </li> <li class="devsite-nav-item"> <a href="/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"> <span class="devsite-nav-text" tooltip > Cloud Profiler </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/quotas" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Quotas" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Quotas </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Productivity and Collaboration </span> </span> </li> <li class="devsite-nav-item"> <a href="https://about.appsheet.com/home/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AppSheet" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AppSheet </span> </a> </li> <li class="devsite-nav-item"> <a href="/appsheet/automation" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AppSheet Automation" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AppSheet Automation </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/essentials/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace Essentials" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Workspace Essentials </span> </a> </li> <li class="devsite-nav-item"> <a href="https://workspace.google.com/solutions/ai/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini for Workspace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini for Workspace </span> </a> </li> <li class="devsite-nav-item"> <a href="/identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Identity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="/chrome-enterprise" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Chrome Enterprise" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Chrome Enterprise </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/security-and-identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security and Identity" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security and Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/iam" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/sensitive-data-protection" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Sensitive Data Protection" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Sensitive Data Protection </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/managed-defense" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mandiant Managed Defense" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Mandiant Managed Defense </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/threat-intelligence" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Threat Intelligence" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Threat Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/security-command-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security Command Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security Command Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/security-key-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Key Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Key Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/consulting/mandiant-incident-response-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mandiant Incident Response" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Mandiant Incident Response </span> </a> </li> <li class="devsite-nav-item"> <a href="https://chromeenterprise.google/products/chrome-enterprise-premium/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Chrome Enterprise Premium" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Chrome Enterprise Premium </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/assured-workloads" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Assured Workloads" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Assured Workloads </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/products/security-operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Security Operations" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Security Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/security/consulting/mandiant-services" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mandiant Consulting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Mandiant Consulting </span> </a> </li> <li class="devsite-nav-item"> <a href="/products?pds=CAg#security-and-identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all security and identity products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See all security and identity products </span> </a> </li> <li class="devsite-nav-item"> <a href="/serverless" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Serverless" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Serverless </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/functions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Functions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Functions </span> </a> </li> <li class="devsite-nav-item"> <a href="/appengine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: App Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > App Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/workflows" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Workflows" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Workflows </span> </a> </li> <li class="devsite-nav-item"> <a href="/api-gateway" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Gateway" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > API Gateway </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/block-storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Block Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Block Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/filestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Filestore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Filestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/persistent-disk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Persistent Disk" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Persistent Disk </span> </a> </li> <li class="devsite-nav-item"> <a href="https://firebase.google.com/products/storage/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage for Firebase" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage for Firebase </span> </a> </li> <li class="devsite-nav-item"> <a href="/local-ssd" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Local SSD" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Local SSD </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage-transfer-service" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage Transfer Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/parallelstore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Parallelstore" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Parallelstore </span> </a> </li> <li class="devsite-nav-item"> <a href="/netapp-volumes" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud NetApp Volumes" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud NetApp Volumes </span> </a> </li> <li class="devsite-nav-item"> <a href="/backup-disaster-recovery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Backup and DR Service" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Backup and DR Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web3" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Web3" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Web3 </span> </a> </li> <li class="devsite-nav-item"> <a href="/blockchain-node-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blockchain Node Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Blockchain Node Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/blockchain-rpc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blockchain RPC" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Blockchain RPC </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Pricing" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Save money with our transparent approach to pricing </span> </span> </li> <li class="devsite-nav-item"> <a href="/contact/?direct=true" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Request a quote" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Request a quote </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Pricing overview and tools </span> </span> </li> <li class="devsite-nav-item"> <a href="/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud pricing" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud pricing </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/calculator" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pricing calculator" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pricing calculator </span> </a> </li> <li class="devsite-nav-item"> <a href="/free" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud free tier" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud free tier </span> </a> </li> <li class="devsite-nav-item"> <a href="/architecture/framework/cost-optimization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost optimization framework" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cost optimization framework </span> </a> </li> <li class="devsite-nav-item"> <a href="/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost management tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cost management tools </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Product-specific Pricing </span> </span> </li> <li class="devsite-nav-item"> <a href="/compute/all-pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/pricing/list" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See full price list with 100+ products" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > See full price list with 100+ products </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Resources" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Learn & build </span> </span> </li> <li class="devsite-nav-item"> <a href="/free" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Free Program" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Free Program </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/tutorials?doctype=quickstart" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Quickstarts" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Quickstarts </span> </a> </li> <li class="devsite-nav-item"> <a href="/discover" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud computing basics" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud computing basics </span> </a> </li> <li class="devsite-nav-item"> <a href="/blog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blog" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Blog </span> </a> </li> <li class="devsite-nav-item"> <a href="/learn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Learning Hub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Learning Hub </span> </a> </li> <li class="devsite-nav-item"> <a href="/training" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Training" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Training </span> </a> </li> <li class="devsite-nav-item"> <a href="/certification" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Certification" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Certification </span> </a> </li> <li class="devsite-nav-item"> <a href="/architecture" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Architecture Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Architecture Center </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Connect </span> </span> </li> <li class="devsite-nav-item"> <a href="/innovators/innovatorsplus" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Innovators" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Innovators </span> </a> </li> <li class="devsite-nav-item"> <a href="/developers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Center" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Developer Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/events" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Events and webinars" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Events and webinars </span> </a> </li> <li class="devsite-nav-item"> <a href="/communities" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Community" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Community </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Google Cloud Consulting </span> </span> </li> <li class="devsite-nav-item"> <a href="/consulting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Consulting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Consulting </span> </a> </li> <li class="devsite-nav-item"> <a href="/marketplace" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Marketplace" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud Marketplace </span> </a> </li> <li class="devsite-nav-item"> <a href="/partners" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud partners" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Cloud partners </span> </a> </li> <li class="devsite-nav-item"> <a href="https://partners.cloud.google.com/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Become a partner" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Become a partner </span> </a> </li> </ul> </div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" class="devsite-main-content" > <div class="devsite-sidebar"> <div class="devsite-sidebar-content"> <devsite-toc class="devsite-nav" role="navigation" aria-label="On this page" depth="2" scrollbars disabled></devsite-toc> <devsite-recommendations-sidebar class="nocontent devsite-nav"> </devsite-recommendations-sidebar> </div> </div> <devsite-content> <article class="devsite-article"><style> /* Styles inlined from /css/pricing-table.css */ html, body { padding-bottom: 35px !important; } .flex-d { display: flex; } .flex-1 { flex: 1; } devsite-iframe iframe[src*=\.frame] { height: inherit; } .table-bar { align-items: center; background-color: #2B85E7; box-sizing: border-box; color: rgba(255, 255, 255, 0.870588); display: flex; flex-direction: row; height: 64px; line-height: 28px; margin: 0; overflow: hidden; padding: 0 16px; } /* Override material css */ .table-bar md-select:not([disabled]):focus .md-select-value { color: inherit; } .table-bar .separator, .table-bar .seperator { background-color: rgba(0,0,0,0.15); display: none; height: 32px; margin: 0 20px; width: 1px; } table.table-accelerators td:first-child { min-width:280px; } /* aside css */ [dir=ltr] body[layout=full] #cloud-site aside { margin-top: 15px; padding: 15px 40px; } [dir=ltr] #cloud-site aside:before { margin-left: -24px; } #cloud-site aside p { margin: 0 10px; } .contact-sales_module { padding: 0 24px; } @media only screen and (min-width: 480px) { .table-bar .separator, .table-bar .seperator { display: block; } } .table-bar .spacer { display: none; } @media only screen and (min-width: 480px) { .table-bar .spacer { display: block; } } .table-bar md-select { flex-grow: 1; margin: 0 20px 0 0; min-width: 70px; } @media only screen and (min-width: 480px) { .table-bar md-select { flex-grow: 0; margin-right: 0; min-width: 150px; } } @media only screen and (min-width: 721px) { .table-bar md-select { min-width: 90px; } } @media only screen and (min-width: 768px) { .table-bar md-select { min-width: 140px; } } @media only screen and (min-width: 1024px) { .table-bar md-select { min-width: 180px; } } .table-bar md-switch { margin-left: 12px; margin-right: 4px; } .table-bar .rate { opacity: 0.7; } .table-bar .rate.selected { opacity: 1; } table td { background: #fff; padding: 15px 16px; } table thead tr th { background: #eee; color: #333; font-weight: normal; padding: 20px 16px; } table thead tr th code { color: #78909d; } table thead tr th :link, table thead tr th :visited, table thead tr th a, table thead tr th a:active, table thead tr th a:visited { color: inherit; } .devsite-table-wrapper { box-shadow: 0 1px 2px rgba(0,0,0,0.5); } #cloud-site .devsite-table-wrapper { box-shadow: none; } .table-vertical-align-center { vertical-align: middle; } /* Unknown reason why the md-select dropdown does not position correctly against the md-select * input. Making the md-select dropdown appear above the .devsite-top-section-wrapper to * at least allow user interaction */ .md-select-menu-container.md-active { z-index: 10008; } md-select-menu { max-height: 226px; } md-select-menu md-content { max-height: 182px; } </style><style> /* Styles inlined from /css/pricing-table.css */ html, body { padding-bottom: 35px !important; } .flex-d { display: flex; } .flex-1 { flex: 1; } devsite-iframe iframe[src*=\.frame] { height: inherit; } .table-bar { align-items: center; background-color: #2B85E7; box-sizing: border-box; color: rgba(255, 255, 255, 0.870588); display: flex; flex-direction: row; height: 64px; line-height: 28px; margin: 0; overflow: hidden; padding: 0 16px; } /* Override material css */ .table-bar md-select:not([disabled]):focus .md-select-value { color: inherit; } .table-bar .separator, .table-bar .seperator { background-color: rgba(0,0,0,0.15); display: none; height: 32px; margin: 0 20px; width: 1px; } table.table-accelerators td:first-child { min-width:280px; } /* aside css */ [dir=ltr] body[layout=full] #cloud-site aside { margin-top: 15px; padding: 15px 40px; } [dir=ltr] #cloud-site aside:before { margin-left: -24px; } #cloud-site aside p { margin: 0 10px; } .contact-sales_module { padding: 0 24px; } @media only screen and (min-width: 480px) { .table-bar .separator, .table-bar .seperator { display: block; } } .table-bar .spacer { display: none; } @media only screen and (min-width: 480px) { .table-bar .spacer { display: block; } } .table-bar md-select { flex-grow: 1; margin: 0 20px 0 0; min-width: 70px; } @media only screen and (min-width: 480px) { .table-bar md-select { flex-grow: 0; margin-right: 0; min-width: 150px; } } @media only screen and (min-width: 721px) { .table-bar md-select { min-width: 90px; } } @media only screen and (min-width: 768px) { .table-bar md-select { min-width: 140px; } } @media only screen and (min-width: 1024px) { .table-bar md-select { min-width: 180px; } } .table-bar md-switch { margin-left: 12px; margin-right: 4px; } .table-bar .rate { opacity: 0.7; } .table-bar .rate.selected { opacity: 1; } table td { background: #fff; padding: 15px 16px; } table thead tr th { background: #eee; color: #333; font-weight: normal; padding: 20px 16px; } table thead tr th code { color: #78909d; } table thead tr th :link, table thead tr th :visited, table thead tr th a, table thead tr th a:active, table thead tr th a:visited { color: inherit; } .devsite-table-wrapper { box-shadow: 0 1px 2px rgba(0,0,0,0.5); } #cloud-site .devsite-table-wrapper { box-shadow: none; } .table-vertical-align-center { vertical-align: middle; } /* Unknown reason why the md-select dropdown does not position correctly against the md-select * input. Making the md-select dropdown appear above the .devsite-top-section-wrapper to * at least allow user interaction */ .md-select-menu-container.md-active { z-index: 10008; } md-select-menu { max-height: 226px; } md-select-menu md-content { max-height: 182px; } </style><style> /* Styles inlined from /css/pricing-table.css */ html, body { padding-bottom: 35px !important; } .flex-d { display: flex; } .flex-1 { flex: 1; } devsite-iframe iframe[src*=\.frame] { height: inherit; } .table-bar { align-items: center; background-color: #2B85E7; box-sizing: border-box; color: rgba(255, 255, 255, 0.870588); display: flex; flex-direction: row; height: 64px; line-height: 28px; margin: 0; overflow: hidden; padding: 0 16px; } /* Override material css */ .table-bar md-select:not([disabled]):focus .md-select-value { color: inherit; } .table-bar .separator, .table-bar .seperator { background-color: rgba(0,0,0,0.15); display: none; height: 32px; margin: 0 20px; width: 1px; } table.table-accelerators td:first-child { min-width:280px; } /* aside css */ [dir=ltr] body[layout=full] #cloud-site aside { margin-top: 15px; padding: 15px 40px; } [dir=ltr] #cloud-site aside:before { margin-left: -24px; } #cloud-site aside p { margin: 0 10px; } .contact-sales_module { padding: 0 24px; } @media only screen and (min-width: 480px) { .table-bar .separator, .table-bar .seperator { display: block; } } .table-bar .spacer { display: none; } @media only screen and (min-width: 480px) { .table-bar .spacer { display: block; } } .table-bar md-select { flex-grow: 1; margin: 0 20px 0 0; min-width: 70px; } @media only screen and (min-width: 480px) { .table-bar md-select { flex-grow: 0; margin-right: 0; min-width: 150px; } } @media only screen and (min-width: 721px) { .table-bar md-select { min-width: 90px; } } @media only screen and (min-width: 768px) { .table-bar md-select { min-width: 140px; } } @media only screen and (min-width: 1024px) { .table-bar md-select { min-width: 180px; } } .table-bar md-switch { margin-left: 12px; margin-right: 4px; } .table-bar .rate { opacity: 0.7; } .table-bar .rate.selected { opacity: 1; } table td { background: #fff; padding: 15px 16px; } table thead tr th { background: #eee; color: #333; font-weight: normal; padding: 20px 16px; } table thead tr th code { color: #78909d; } table thead tr th :link, table thead tr th :visited, table thead tr th a, table thead tr th a:active, table thead tr th a:visited { color: inherit; } .devsite-table-wrapper { box-shadow: 0 1px 2px rgba(0,0,0,0.5); } #cloud-site .devsite-table-wrapper { box-shadow: none; } .table-vertical-align-center { vertical-align: middle; } /* Unknown reason why the md-select dropdown does not position correctly against the md-select * input. Making the md-select dropdown appear above the .devsite-top-section-wrapper to * at least allow user interaction */ .md-select-menu-container.md-active { z-index: 10008; } md-select-menu { max-height: 226px; } md-select-menu md-content { max-height: 182px; } </style><style> /* Styles inlined from /css/pricing-table.css */ html, body { padding-bottom: 35px !important; } .flex-d { display: flex; } .flex-1 { flex: 1; } devsite-iframe iframe[src*=\.frame] { height: inherit; } .table-bar { align-items: center; background-color: #2B85E7; box-sizing: border-box; color: rgba(255, 255, 255, 0.870588); display: flex; flex-direction: row; height: 64px; line-height: 28px; margin: 0; overflow: hidden; padding: 0 16px; } /* Override material css */ .table-bar md-select:not([disabled]):focus .md-select-value { color: inherit; } .table-bar .separator, .table-bar .seperator { background-color: rgba(0,0,0,0.15); display: none; height: 32px; margin: 0 20px; width: 1px; } table.table-accelerators td:first-child { min-width:280px; } /* aside css */ [dir=ltr] body[layout=full] #cloud-site aside { margin-top: 15px; padding: 15px 40px; } [dir=ltr] #cloud-site aside:before { margin-left: -24px; } #cloud-site aside p { margin: 0 10px; } .contact-sales_module { padding: 0 24px; } @media only screen and (min-width: 480px) { .table-bar .separator, .table-bar .seperator { display: block; } } .table-bar .spacer { display: none; } @media only screen and (min-width: 480px) { .table-bar .spacer { display: block; } } .table-bar md-select { flex-grow: 1; margin: 0 20px 0 0; min-width: 70px; } @media only screen and (min-width: 480px) { .table-bar md-select { flex-grow: 0; margin-right: 0; min-width: 150px; } } @media only screen and (min-width: 721px) { .table-bar md-select { min-width: 90px; } } @media only screen and (min-width: 768px) { .table-bar md-select { min-width: 140px; } } @media only screen and (min-width: 1024px) { .table-bar md-select { min-width: 180px; } } .table-bar md-switch { margin-left: 12px; margin-right: 4px; } .table-bar .rate { opacity: 0.7; } .table-bar .rate.selected { opacity: 1; } table td { background: #fff; padding: 15px 16px; } table thead tr th { background: #eee; color: #333; font-weight: normal; padding: 20px 16px; } table thead tr th code { color: #78909d; } table thead tr th :link, table thead tr th :visited, table thead tr th a, table thead tr th a:active, table thead tr th a:visited { color: inherit; } .devsite-table-wrapper { box-shadow: 0 1px 2px rgba(0,0,0,0.5); } #cloud-site .devsite-table-wrapper { box-shadow: none; } .table-vertical-align-center { vertical-align: middle; } /* Unknown reason why the md-select dropdown does not position correctly against the md-select * input. Making the md-select dropdown appear above the .devsite-top-section-wrapper to * at least allow user interaction */ .md-select-menu-container.md-active { z-index: 10008; } md-select-menu { max-height: 226px; } md-select-menu md-content { max-height: 182px; } </style> <div class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://cloud.google.com/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="Google Cloud" > Home </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://cloud.google.com/pricing" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="2" track-type="globalNav" track-name="breadcrumb" track-metadata-position="2" track-metadata-eventdetail="" > Pricing </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://cloud.google.com/bigquery" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="3" track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="BigQuery: Cloud Data Warehouse" > BigQuery </a> </li> </ul> </div> <devsite-feedback position="header" project-name="BigQuery: Cloud Data Warehouse" product-id="81912" bucket="docs" context="" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=187149&template=0" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/bigquery/docs/support" > <button> Send feedback </button> </devsite-feedback> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <article id="cloud-site"> <nav class="cloud-jump-menu " data-cloud-menu-label="Pricing" > </nav> <div class="cloud-jump-content"> <div class="cloud-section"> <h1 class="cloud-headline1 cloud-jump-section" id="bigquery-pricing" data-text="BigQuery pricing" tabindex="-1">BigQuery pricing</h1> <p>BigQuery is a serverless data analytics platform. You don't need to provision individual instances or virtual machines to use BigQuery. Instead, BigQuery automatically allocates computing resources as you need them. You can also reserve compute capacity ahead of time in the form of <em>slots</em>, which represent virtual CPUs. The pricing structure of BigQuery reflects this design.</p> <h2 id="overview_of_pricing" class="cloud-jump-section cloud-headline2" data-text="Overview of BigQuery pricing" tabindex="-1">Overview of BigQuery pricing</h2> <p>BigQuery pricing has two main components:</p> <ul> <li><p><a href="#analysis_pricing_models" track-type="inline link"><strong>Compute pricing</strong></a> is the cost to process queries, including SQL queries, user-defined functions, scripts, and certain data manipulation language (DML) and data definition language (DDL) statements.</p></li> <li><p><a href="#storage" track-type="inline link"><strong>Storage pricing</strong></a> is the cost to store data that you load into BigQuery.</p></li> </ul> <p>BigQuery charges for other operations, including using <a href="/bigquery/pricing#bqomni" track-type="inline link">BigQuery Omni</a>, <a href="/bigquery/pricing#bqml" track-type="inline link">BigQuery ML</a>, <a href="/bigquery/pricing#bi_engine_pricing" track-type="inline link">BI Engine</a>, and streaming <a href="/bigquery/pricing#data_extraction_pricing" track-type="inline link">reads</a> and <a href="/bigquery/pricing#data_ingestion_pricing" track-type="inline link">writes</a>.</p> <p>In addition, BigQuery has <a href="#free" track-type="inline link">free operations</a> and a <a href="#free-tier" track-type="inline link">free usage tier</a>.</p> <p>Every project that you create has a billing account attached to it. Any charges incurred by BigQuery jobs run in the project are billed to the attached billing account. BigQuery storage charges are also billed to the attached billing account. You can view BigQuery costs and trends by using the Cloud Billing reports page in the Google Cloud console.</p> <aside class="key-point"><strong>Key Point:</strong><span> Pricing models apply to accounts, not individual projects, unless otherwise specified.</span></aside> <h3 id="analysis_pricing_models" data-text="Compute pricing models" tabindex="-1">Compute pricing models</h3> <p>BigQuery offers a choice of two compute pricing models for running queries:</p> <ul> <li><p><a href="#on_demand_pricing" track-type="inline link"><strong>On-demand pricing</strong></a> (per TiB). With this pricing model, you are charged for the number of bytes processed by each query. The first 1 TiB of query data processed per month is free.</p></li> <li><p><a href="#capacity_compute_analysis_pricing" track-type="inline link"><strong>Capacity pricing</strong></a> (per slot-hour). With this pricing model, you are charged for compute capacity used to run queries, measured in slots (virtual CPUs) over time. This model takes advantage of <a href="/bigquery/docs/editions-intro" track-type="inline link">BigQuery editions</a>. You can use the BigQuery autoscaler or purchase slot commitments, which are dedicated capacity that is always available for your workloads, at a lower price.</p></li> </ul> <p>For more information about which pricing to choose for your workloads, see <a href="/bigquery/docs/reservations-workload-management" track-type="inline link">Workload management using Reservations</a>.</p> <h2 id="on_demand_pricing" class="cloud-jump-section cloud-headline2" data-text="On-demand compute pricing" tabindex="-1">On-demand compute pricing</h2> <p>By default, queries are billed using the on-demand (per TiB) pricing model, where you pay for the data scanned by your queries.</p> <p>With on-demand pricing, you will generally have access to up to 2,000 concurrent slots, shared among all queries in a single project. Periodically, BigQuery will temporarily burst beyond this limit to accelerate smaller queries. In addition, you might occasionally have fewer slots available if there is a high amount of contention for on-demand capacity in a specific location.</p> <p>On-demand (per TiB) query pricing is as follows:</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Operation', 'Pricing', 'Details']}, {'cells': ['Queries (on-demand)', {'priceByRegion': {'asiasouth2': '7.50', 'useast1aws': 7.82, 'useast2azu': 9.13, 'apnortheast2aws': 10.0, 'awsuswest2': 7.82, 'awseuwest1': 8.6}, 'taxonomy': 'gcp.analytics.gbq.analysis.on_demand.analysis', 'tierIndex': 1, 'decimalPlaces': 2, 'format': '%{price}% per TiB'}, 'The first 1 TiB per month is free.']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2" surfaceRegions="asiasouth2"> </cloudx-pricing-table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h3 id="on-demand-pricing-details" class="hide-from-toc" data-text="Pricing details" tabindex="-1">Pricing details</h3> <p>Note the following regarding on-demand (per TiB) query charges:</p> <ul> <li>BigQuery uses a <a class="external" href="https://en.wikipedia.org/wiki/Column-oriented_DBMS" track-type="inline link">columnar data structure</a>. You're charged according to the total data processed in the columns you select, and the total data per column is calculated based on the types of data in the column. For more information about how your data size is calculated, see <a href="/bigquery/docs/best-practices-costs#estimate-query-costs" track-type="inline link">Estimate query costs</a>.</li> <li>You are charged for queries run against shared data. The data owner is not charged when their data is accessed.</li> <li>You aren't charged for queries that return an error or for queries that retrieve <a href="/bigquery/docs/cached-results" track-type="inline link">results from the cache</a>. For <a href="/bigquery/docs/reference/standard-sql/procedural-language" track-type="inline link"> procedural language jobs</a> this consideration is provided at a per-statement level.</li> <li>Charges are rounded up to the nearest MB, with a minimum 10 MB data processed per table referenced by the query, and with a minimum 10 MB data processed per query.</li> <li>Canceling a running query job might incur charges up to the full cost for the query if you let the query run to completion.</li> <li>When you run a query, you're charged according to the data processed in the columns you select, even if you set an explicit <code translate="no" dir="ltr">LIMIT</code> on the results.</li> <li><a href="/bigquery/docs/partitioned-tables" track-type="inline link">Partitioning</a> and <a href="/bigquery/docs/clustered-tables" track-type="inline link">clustering</a> your tables can help reduce the amount of data processed by queries. As a best practice, use partitioning and clustering whenever possible.</li> <li>On-demand (per TiB) pricing is referred to as analysis pricing on the <a href="/skus/?filter=bigquery" track-type="inline link">Google Cloud SKUs</a> page.</li> <li>When you run a query against a clustered table, and the query includes a filter on the clustered columns, BigQuery uses the filter expression to prune the blocks scanned by the query. This can reduce the number of scanned bytes.</li> </ul> <p>BigQuery provides cost control mechanisms that enable you to cap your query costs. You can set:</p> <ul> <li>User-level and project-level <a href="/bigquery/docs/custom-quotas" track-type="inline link">custom cost controls</a> </li> <li>The <a href="/bigquery/docs/best-practices-costs#limit_query_costs_by_restricting_the_number_of_bytes_billed" track-type="inline link">maximum bytes billed</a> by a query</li> </ul> <p>For detailed examples of how to calculate the number of bytes processed, see <a href="/bigquery/docs/estimate-costs#query_size_calculation" track-type="inline link">Query size calculation</a>.</p> <h2 id="capacity_compute_analysis_pricing" class="cloud-jump-section cloud-headline2" data-text="Capacity compute pricing" tabindex="-1">Capacity compute pricing</h2> <p>BigQuery offers a capacity-based analysis pricing model for customers who prefer a predictable cost for queries rather than paying the on-demand price per TiB of data processed.</p> <p>To enable capacity pricing, use <a href="/bigquery/docs/reservations-intro" track-type="inline link">BigQuery Reservations</a>.</p> <p><strong>BigQuery editions</strong></p> <p><a href="/bigquery/docs/editions-intro">BigQuery editions</a> offer pay as you go pricing (with autoscaling) and optional one year and three year commitments. With editions, you consume query processing capacity, measured in <a href="/bigquery/docs/slots">slots, rather than being billed for bytes processed</a>.</p> <p>BigQuery editions slot capacity:</p> <ul> <li>is available in 3 editions: Standard, Enterprise, and Enterprise Plus.</li> <li>applies to query costs, including BigQuery ML, DML, and DDL statements.</li> <li>does not apply to <a href="#storage" track-type="inline link">storage costs</a> or BI Engine costs.</li> <li>does not apply to streaming inserts and using the BigQuery Storage API.</li> <li>can leverage the BigQuery autoscaler.</li> <li>is billed per second with a one minute minimum</li> </ul> <p>Optional BigQuery editions <a href="/bigquery/docs/reservations-intro#commitments">slot commitments</a>:</p> <ul> <li>are available for one or three year periods.</li> <li>are available in Enterprise and Enterprise Plus editions.</li> <li>are regional capacity. Commitments in one region or multi-region cannot be used in another region or multi-region and cannot be moved.</li> <li>can be shared across your entire organization. There is no need to buy slot <a href="https://cloud.google.com/bigquery/docs/reservations-intro#commitments">commitments</a> for every project.</li> <li>are offered with a 100-slot minimum and increments of 100 slots.</li> <li>are automatically renewed unless set to cancel at the end of the period.</li> </ul> <h2 id="standard_edition" data-text="Standard Edition" tabindex="-1">Standard Edition</h2> <p>The following table shows the cost of slots in Standard edition.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Commitment model', 'Hourly cost', 'Details']}, {'cells': ['Pay as you go', {'priceByRegion': {'us': 0.04, 'eu': 0.044}, 'taxonomy': 'GCP.Analytics.GBQ.Editions.StandardEdition.PayAsYouGo.StandardEdition', 'decimalPlaces': 3, 'format': '%{price}% / slot hour'}, 'No commitment. Billed per second with a 1 minute minimum']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2" surfaceRegions="useast5,ussouth1,mewest1,mecentral1,europewest12"> </cloudx-pricing-table> <h2 id="enterprise-edition-slots" data-text="Enterprise Edition" tabindex="-1">Enterprise Edition</h2> <p>The following table shows the cost of slots in Enterprise edition.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Commitment model', 'Hourly cost', 'Details']}, {'cells': ['Pay as you go', {'priceByRegion': {'us': 0.06, 'eu': 0.066, 'useast1aws': 0.075, 'useast2azu': 0.088, 'apnortheast2aws': 0.096, 'awsuswest2': 0.075, 'awseuwest1': 0.0825}, 'taxonomy': 'GCP.Analytics.GBQ.Editions.EnterpriseEdition.PayAsYouGo.EnterpriseEdition', 'decimalPlaces': 4, 'format': '%{price}% / slot hour'}, 'Billed per second with a 1 minute minimum']}, {'cells': ['1 yr commit', {'priceByRegion': {'us': 0.048, 'eu': 0.0528, 'useast1aws': 0.06, 'useast2azu': 0.07, 'apnortheast2aws': 0.077, 'awsuswest2': 0.06, 'awseuwest1': 0.066}, 'taxonomy': 'GCP.Analytics.GBQ.Editions.EnterpriseEdition.Commit1Yr.EnterpriseEdition1yr', 'decimalPlaces': 4, 'format': '%{price}% / slot hour'}, 'Billed for 1 year']}, {'cells': ['3 yr commit', {'priceByRegion': {'us': 0.036, 'eu': 0.0396, 'useast1aws': 0.045, 'useast2azu': 0.053, 'apnortheast2aws': 0.058, 'awsuswest2': 0.045, 'awseuwest1': 0.0495}, 'taxonomy': 'GCP.Analytics.GBQ.Editions.EnterpriseEdition.Commit3yr.EnterpriseEdition3yr', 'decimalPlaces': 4, 'format': '%{price}% / slot hour'}, 'Billed for 3 years']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2" surfaceRegions="useast5,ussouth1,mewest1,mecentral1,europewest12"> </cloudx-pricing-table> <h2 id="enterprise_plus_edition" data-text="Enterprise Plus Edition" tabindex="-1">Enterprise Plus Edition</h2> <p>The following table shows the cost of slots in Enterprise plus edition.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Commitment model', 'Hourly cost', 'Details']}, {'cells': ['Pay as you go', {'priceByRegion': {'us': 0.1, 'eu': 0.11}, 'taxonomy': 'GCP.Analytics.GBQ.Editions.EnterprisePlusEdition.PayAsYouGo.EnterprisePlusEdition', 'decimalPlaces': 4, 'format': '%{price}% / slot hour'}, 'Billed per second with a 1 minute minimum']}, {'cells': ['1 yr commit', {'priceByRegion': {'us': 0.08, 'eu': 0.088}, 'taxonomy': 'GCP.Analytics.GBQ.Editions.EnterprisePlusEdition.Commit1Yr.EnterprisePlusEditionAnnual', 'decimalPlaces': 4, 'format': '%{price}% / slot hour'}, 'Billed for 1 year']}, {'cells': ['3 yr commit', {'priceByRegion': {'us': 0.06, 'eu': 0.066}, 'taxonomy': 'GCP.Analytics.GBQ.Editions.EnterprisePlusEdition.Commit3Yr.EnterprisePlusEdition3yr', 'decimalPlaces': 4, 'format': '%{price}% / slot hour'}, 'Billed for 3 years']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2" surfaceRegions="useast5,ussouth1,mewest1,mecentral1,europewest12"> </cloudx-pricing-table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h2 id="storage" class="cloud-jump-section cloud-headline2" data-text="Storage pricing" tabindex="-1">Storage pricing</h2> <p>Storage pricing is the cost to store data that you load into BigQuery. You pay for <em>active storage</em> and <em>long-term</em> storage.</p> <ul> <li><p><strong>Active storage</strong> includes any table or table partition that has been modified in the last 90 days.</p></li> <li><p><strong>Long-term storage</strong> includes any table or table partition that has not been modified for 90 consecutive days. The price of storage for that table automatically drops by approximately 50%. There is no difference in performance, durability, or availability between active and long-term storage.</p></li> </ul> <p>The first 10 GiB of storage per month is free.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Operation', 'Pricing', 'Details']}, {'cells': ['Active logical storage', {'priceByRegion': {'us': 0.02, 'eu': 0.02}, 'taxonomy': 'gcp.analytics.gbq.storage.active.activeStorage', 'tierIndex': 1, 'format': '%{price}% per GiB per month'}, 'The first 10 GiB is free each month.']}, {'cells': ['Long-term logical storage', {'priceByRegion': {'us': 0.01, 'eu': 0.01}, 'taxonomy': 'gcp.analytics.gbq.storage.long_term.longTermStorage', 'tierIndex': 1, 'format': '%{price}% per GiB per month'}, 'The first 10 GiB is free each month.']}, {'cells': ['Active physical storage', {'priceByRegion': {'eu': 0.044}, 'taxonomy': 'gcp.analytics.gbq.PhysicalStorage.active.PhysicalStorageActive', 'tierIndex': 1, 'format': '%{price}% per GiB per month'}, 'The first 10 GiB is free each month.']}, {'cells': ['Long-term physical storage', {'priceByRegion': {'eu': 0.022}, 'taxonomy': 'GCP.Analytics.GBQ.PhysicalStorage.LongTerm.PhysicalStorageLongterm', 'tierIndex': 1, 'format': '%{price}% per GiB per month'}, 'The first 10 GiB is free each month.']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2" surfaceRegions="useast5,ussouth1"> </cloudx-pricing-table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <p>See the <a href="/bigquery/docs/datasets-intro#dataset_storage_billing_models">physical storage documentation</a> for eligibility criteria.</p> <h3 id="storage-pricing-details" class="hide-from-toc" data-text="Pricing details" tabindex="-1">Pricing details</h3> <p>Storage pricing is based on the amount of data stored in your <a href="/bigquery/docs/tables-intro#table_pricing">tables</a>, <a href="/bigquery/docs/sessions-intro">temporary session tables</a> and <a href="/bigquery/docs/multi-statement-queries#storage-pricing">temporary multi-statement tables</a>. There are no storage charges for <a href="/bigquery/docs/cached-results">temporary cached query result tables</a>.</p> <p>The size of the data is calculated based on the data types of the individual columns. For a detailed explanation of how data size is calculated, see <a href="#data" track-type="inline link">Data size calculation</a>.</p> <p>Storage pricing is prorated per MiB, per second. For example, if you are using active logical storage in us-central1:</p> <ul> <li>For 512 MiB for half a month, you pay $0.00575 USD</li> <li>For 100 GiB for half a month, you pay $1.15 USD</li> <li>For 1 TiB for a full month, you pay $23.552 USD</li> </ul> <p>Storage usage is calculated in <a href="https://en.wikipedia.org/wiki/Gibibyte" class="external" target="_blank" track-type="inline link"> gibibytes months (GiB months)</a>, where 1 GiB is 2<sup title="to the power of">30</sup> bytes (1,024 MiB). Similarly, 1 tebibyte (TiB) is 2<sup title="to the power of">40</sup> bytes (1,024 GiB). The final usage value is the product of data size in gibibytes and storage use time in months.</p> <p>If the data in a table is not modified or deleted within 90 consecutive days, it is billed at the <strong>long-term storage</strong> rate. There is no degradation of performance, durability, availability, or any other functionality when a table is considered long-term storage.</p> <p>Each partition of a partitioned table is considered separately for long-term storage pricing. If a partition hasn't been modified in the last 90 days, the data in that partition is considered long term storage and is charged at the discounted price.</p> <p>If the table is edited, the price reverts back to the regular storage pricing, and the 90-day timer starts counting from zero. Anything that modifies the data in a table resets the timer, including:</p> <table> <tr> <th>Action</th> <th>Details</th> </tr> <tr> <td>Loading data into a table</td> <td>Any load or query job that appends data to a destination table or overwrites a destination table.</td> </tr> <tr> <td>Copying data into a table</td> <td>Any copy job appends data to a destination table or overwrites a destination table.</td> </tr> <tr> <td>Writing query results to a table</td> <td>Any query job that appends data to a destination table or overwrites a destination table.</td> </tr> <tr> <td>Using data manipulation language (DML)</td> <td>Using a <a href="/bigquery/docs/reference/standard-sql/data-manipulation-language" track-type="inline link">DML statement</a> to modify table data.</td> </tr> <tr> <td>Using data definition language (DDL)</td> <td>Using a <a href="/bigquery/docs/reference/standard-sql/data-definition-language#create_table_statement" track-type="inline link"> <code translate="no" dir="ltr">CREATE OR REPLACE TABLE</code></a> statement to replace a table.</td> </tr> <tr> <td>Streaming data into the table</td> <td>Ingesting data using the <a href="/bigquery/docs/reference/rest/v2/tabledata/insertAll" track-type="inline-link"><code translate="no" dir="ltr">tabledata.insertAll</code></a> API call.</td> </tr> </table> <p>All other actions do not reset the timer, including the following:</p> <ul> <li>Querying a table</li> <li>Creating a view that queries a table</li> <li>Exporting data from a table</li> <li>Copying a table (to another destination table)</li> <li>Patching or updating a <a href="/bigquery/docs/reference/rest/v2/tables" track-type="inline link">table resource</a> </li> </ul> <p>For tables that reach the 90-day threshold during a billing cycle, the price is prorated accordingly.</p> <p>Long-term storage pricing applies only to BigQuery storage, not to data stored in <a href="/bigquery/external-data-sources" track-type="inline link">external data sources</a> such as Bigtable, Cloud Storage, and Google Drive.</p> <h3 id="data" class="hide-from-toc" data-text="Data size calculation" tabindex="-1">Data size calculation</h3> <p>When you load data into BigQuery or query the data, you're charged according to the data size. Data size is calculated based on the size of each column's <a href="/bigquery/docs/reference/standard-sql/data-types" track-type="inline link">data type</a>.</p> <p>The size of your stored data and the size of the data processed by your queries is calculated in <a href="https://en.wikipedia.org/wiki/Gibibyte" class="external" target="_blank" track-type="inline link"> gibibytes (GiB)</a>, where 1 GiB is 2<sup title="to the power of">30</sup> bytes (1,024 MiB). Similarly, 1 tebibyte (TiB) is 2<sup title="to the power of">40</sup> bytes (1,024 GiB).</p> <p>For more information, see <a href="/bigquery/docs/reference/standard-sql/data-types#data_type_sizes" track-type="inline link">Data type sizes</a>.</p> <h2 id="bqdts" class="cloud-jump-section cloud-headline2" data-text="Data Transfer Service pricing" tabindex="-1">Data Transfer Service pricing</h2> <p>The BigQuery Data Transfer Service charges monthly on a prorated basis. You are charged as follows: <table> <tr> <th>Data source</th> <th>Monthly charge (prorated)</th> <th>Notes</th> </tr></p> <p><tr> <td><a href="/bigquery/docs/doubleclick-campaign-transfer" track-type="inline link">Campaign Manager</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/cloud-storage-transfer" track-type="inline link">Cloud Storage</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/s3-transfer" track-type="inline link">Amazon S3</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a>,<a href="#migrations_from_other_platforms" track-type="inline link">2,3</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/adwords-transfer" track-type="inline link">Google Ads</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/doubleclick-publisher-transfer" track-type="inline link">Google Ad Manager</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/merchant-center-transfer" track-type="inline link">Google Merchant Center</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/play-transfer" track-type="inline link">Google Play</a></td> <td><p>$25 per unique <a href="/bigquery/pricing#google-play-package-name">Package Name</a> in the <code translate="no" dir="ltr">Installs_country</code> table.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/sa360-transfer" track-type="inline link">Search Ads 360</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <td><a href="/bigquery/docs/youtube-channel-transfer" track-type="inline link">YouTube Channel</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr> <tr> <td><a href="/bigquery/docs/youtube-content-owner-transfer" track-type="inline link">YouTube Content Owner</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a></td> </tr></p> <p><tr> <th>Data warehouse</th> <th>Monthly charge (prorated)</th> <th>Notes</th> </tr> <tr> <td><a href="/bigquery/docs/migration/teradata-overview" track-type="inline link">Teradata</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a>, <a href="#migrations_from_other_platforms" track-type="inline link">2, 3</a>, <a href="#teradata_migrations" track-type="inline link">4</a></td> </tr> <tr> <td><a href="/bigquery/docs/migration/redshift-overview" track-type="inline link">Amazon Redshift</a></td> <td><p>No charge. BigQuery <a href="/bigquery/quotas#load_jobs" track-type="inline link">Quotas and limits</a> apply.</p></td> <td><a href="#all_transfers" track-type="inline link">1</a>, <a href="#migrations_from_other_platforms" track-type="inline link">2, 3</a></td> </tr></p> <p><tr> <th>Third-party Connectors</th> <th>Costs apply</th> <th>See <a href="#third-party_connectors" track-type="inline link">5</a> for more details</th> </tr></p> <p></table></p> <h3 id="transfer-notes" class="hide-from-toc" data-text="Notes on transfer pricing" tabindex="-1">Notes on transfer pricing</h3> <h4 id="all_transfers" data-text="All transfers" tabindex="-1">All transfers</h4> <p>1. After data is transferred to BigQuery, standard BigQuery <a href="/bigquery/pricing#storage" track-type="inline link">storage</a> and <a href="/bigquery/pricing#on_demand_pricing" track-type="inline link">query</a> pricing applies.</p> <h4 id="migrations_from_other_platforms" data-text="Migrations from other platforms" tabindex="-1">Migrations from other platforms</h4> <p>2. Extraction, uploading to a Cloud Storage bucket, and loading data into BigQuery is free.</p> <p>3. Costs can be incurred outside of Google Cloud by using the BigQuery Data Transfer Service, such as AWS or Azure data transfer charges.</p> <h4 id="teradata_migrations" data-text="Teradata migrations" tabindex="-1">Teradata migrations</h4> <p>4. Data is <em><strong>not</strong></em> automatically deleted from your Cloud Storage bucket after it is uploaded to BigQuery. Consider deleting the data from your Cloud Storage bucket to avoid additional storage costs. See <a href="/storage/pricing" track-type="inline link">Cloud Storage pricing</a>.</p> <h4 id="third-party_connectors" data-text="Third-party Connectors" tabindex="-1">Third-party Connectors</h4> <p>5. Costs apply for connectors provided by third-party partners. The pricing model differs for different partners and connectors. For more pricing details, refer to individual connectors when enrolling in <a href="/marketplace" track-type="inline link">Marketplace</a>.</p> <h4 id="google-play-package-name" data-text="Google Play Package Name" tabindex="-1">Google Play Package Name</h4> <p>Every Android app has a unique application ID that looks like a Java package name, such as com.example.myapp. The <a href="https://support.google.com/googleplay/android-developer/answer/6135870#statistics&zippy=%2Cinstalls" track-type="inline link">Installs</a> report contains a column of "Package Name". The number of unique package names is used for calculating usage of transfers.</p> <p>Each transfer you create generates one or more runs per day. Package names are only counted on the day a transfer run completes. For example, if a transfer run begins on July 14th but completes on July 15th, the package names are counted on July 15th.</p> <p>If a unique package name is encountered in more than one transfer run on a particular day, it is counted only once. Package names are counted separately for different transfer configurations. If a unique package name is encountered in runs for two separate transfer configurations, the package name is counted twice.</p> <p>If a package name appeared every day for an entire month, you would be charged the full $25 for that month. Otherwise, if it appeared for a part of the month, the charge would be prorated.</p> <p>Example#1: If we sync for 1 application - com.smule.singandroid, will it cost us $25 per month + storage price for BigQuery?</p> <p>The answer is $25 per month (prorated) + storage/querying costs from BigQuery.</p> <p>Example#2: If we sync all historic data (for 10 years), will we be charged for 120 months or for 1 month, because we transferred them at once?</p> <p>The answer is still $25 per month (prorated) + storage/querying costs from BigQuery, since we charge $25 per unique <a href="/bigquery/pricing#google-play-package-name">Package Name</a> in the Installs_country table, regardless of how many years the historic data goes back to for that unique Package Name.</p> <h2 id="bqomni" class="cloud-jump-section cloud-headline2" data-text="BigQuery Omni pricing" tabindex="-1">BigQuery Omni pricing</h2> <p>BigQuery Omni offers the following pricing models depending on your workloads and needs.</p> <p><strong>On-Demand compute pricing</strong></p> <p>Similar to BigQuery on-demand analysis model, BigQuery Omni queries, by default are billed using the on-demand (per TiB) pricing model, where you pay for the data scanned by your queries.</p> <p>With on-demand pricing, you will generally have access to a large pool of concurrent slots, shared among all queries in a single project. Periodically, BigQuery Omni will temporarily burst beyond this limit to accelerate smaller queries. In addition, you might occasionally have fewer slots available if there is a high amount of contention for on-demand capacity in a specific location.</p> <p>BigQuery Omni on-demand (per TiB) query pricing is as follows:</p> <p><table> <thead> <tr> <th>Region</th> <th>Price per TiB</th> </tr> </thead> <tbody> <tr> <td>AWS North Virginia (aws-us-east-1)</td> <td>$7.82</td> </tr> <tr> <td>Azure North Virginia (azure-eastus2)</td> <td>$9.13</td> </tr> <tr> <td>AWS Seoul (aws-ap-northeast-2)</td> <td>$10.00</td> </tr> <tr> <td>AWS Oregon (aws-us-west-2)</td> <td>$7.82</td> </tr> <tr> <td>AWS Ireland (aws-eu-west-1)</td> <td>$8.60</td> </tr> <tr> <td>AWS Sydney (aws-ap-southeast-2)</td> <td>$10.55</td> </tr> <tr> <td>AWS Frankfurt (aws-eu-central-1)</td> <td>$10.16</td> </tr> </tbody> </table></p> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <p><strong>Pricing details</strong></p> <p>The details and limitations are similar to BigQuery analysis pricing. Note the following regarding on-demand (per TiB) query charges:</p> <ul> <li>BigQuery uses a <a href="https://en.wikipedia.org/wiki/Column-oriented_DBMS" track-type="inline link">columnar data structure.</a> You're charged according to the total data processed in the columns you select, and the total data per column is calculated based on the types of data in the column. For more information about how your data size is calculated, see <a href="/bigquery/pricing#data" track-type="inline link">Data size calculation.</a></li> <li>You aren't charged for queries that return an error or for queries that retrieve <a href="/bigquery/docs/cached-results" track-type="inline link">results from the cache.</a> For <a href="/bigquery/docs/reference/standard-sql/procedural-language" track-type="inline link">procedural language jobs</a> this consideration is provided at a per-statement level.</li> <li>Charges are rounded up to the nearest MB, with a minimum 10 MB data processed per table referenced by the query, and with a minimum 10 MB data processed per query.</li> <li>Canceling a running query job might incur charges up to the full cost for the query if you let the query run to completion.</li> <li>When you run a query, you're charged according to the data processed in the columns you select, even if you set an explicit <span style="color:green">LIMIT</span> on the results.</li> <li><a href="/bigquery/docs/partitioned-tables" track-type="inline link">Partitioning</a> and <a href="/bigquery/docs/clustered-tables" track-type="inline link">clustering</a> your tables can help reduce the amount of data processed by queries. As a best practice, use partitioning and clustering whenever possible.</li> <li>On-demand (per TiB) pricing is referred to as analysis pricing on the <a href="/skus/?filter=bigquery" track-type="inline link">Google Cloud SKUs</a> page.</li> <li>When you run a query against a clustered table, and the query includes a filter on the clustered columns, BigQuery uses the filter expression to prune the blocks scanned by the query. This can reduce the number of scanned bytes.</li> </ul> <p>BigQuery provides cost control mechanisms that enable you to cap your query costs. You can set:</p> <ul> <li>User-level and project-level <a href="/bigquery/docs/custom-quotas" track-type="inline link">custom cost controls.</a></li> <li>The <a href="/bigquery/docs/best-practices-costs#limit_query_costs_by_restricting_the_number_of_bytes_billed" track-type="inline link">maximum bytes billed</a> by a query</li> </ul> <p><strong>BigQuery Omni with editions</strong></p> <p>BigQuery Omni regions support <a href="/bigquery/pricing#editions">BigQuery editions</a>. At present only Enterprise Edition is supported in Omni regions</p> <p>The following table shows the cost of slots in Omni regions</p> <p>AWS North Virginia (aws-us-east-1)</p> <table> <tr> <th>Commitment model</th> <th>Hourly cost</th> <th>Number of slots</th> </tr> <tr> <td>PAYG (no commitment)</td> <td>$7.50 (billed per second with a 1 minute minimum)</td> <td>100</td> </tr> <tr> <td>1 yr commit</td> <td>$6 (billed for 1 year)</td> <td>100</td> </tr> <tr> <td>3 yr commit</td> <td>$4.50 (billed for 3 years)</td> <td>100</td> </tr> </table> <p>Azure North Virginia (azure-eastus2)</p> <table> <tr> <th>Commitment model</th> <th>Hourly cost</th> <th>Number of slots</th> </tr> <tr> <td>PAYG (no commitment)</td> <td>$8.80 (billed per second with a 1 minute minimum)</td> <td>100</td> </tr> <tr> <td>1 yr commit</td> <td>$7 (billed for 1 year)</td> <td>100</td> </tr> <tr> <td>3 yr commit</td> <td>$5.30 (billed for 3 years)</td> <td>100</td> </tr> </table> <p>AWS Seoul (aws-ap-northeast-2)</p> <table> <tr> <th>Commitment model</th> <th>Hourly cost</th> <th>Number of slots</th> </tr> <tr> <td>PAYG (no commitment)</td> <td>$9.60 (billed per second with a 1 minute minimum)</td> <td>100</td> </tr> <tr> <td>1 yr commit</td> <td>$7.7 (billed for 1 year)</td> <td>100</td> </tr> <tr> <td>3 yr commit</td> <td>$5.80 (billed for 3 years)</td> <td>100</td> </tr> </table> <p>AWS Oregon (aws-us-west-2)</p> <table> <tr> <th>Commitment model</th> <th>Hourly cost</th> <th>Number of slots</th> </tr> <tr> <td>PAYG (no commitment)</td> <td>$7.50 (billed per second with a 1 minute minimum)</td> <td>100</td> </tr> <tr> <td>1 yr commit</td> <td>$6.00 (billed for 1 year)</td> <td>100</td> </tr> <tr> <td>3 yr commit</td> <td>$4.50 (billed for 3 years)</td> <td>100</td> </tr> </table> <p>AWS Ireland (aws-eu-west-1)</p> <table> <tr> <th>Commitment model</th> <th>Hourly cost</th> <th>Number of slots</th> </tr> <tr> <td>PAYG (no commitment)</td> <td>$8.25 (billed per second with a 1 minute minimum)</td> <td>100</td> </tr> <tr> <td>1 yr commit</td> <td>$6.60 (billed for 1 year)</td> <td>100</td> </tr> <tr> <td>3 yr commit</td> <td>$4.95 (billed for 3 years)</td> <td>100</td> </tr> </table> <p>AWS Sydney (aws-ap-southeast-2)</p> <table> <tr> <th>Commitment model</th> <th>Hourly cost</th> <th>Number of slots</th> </tr> <tr> <td>PAYG (no commitment)</td> <td>$10.13 (billed per second with a 1 minute minimum)</td> <td>100</td> </tr> <tr> <td>1 yr commit</td> <td>$8.10 (billed for 1 year)</td> <td>100</td> </tr> <tr> <td>3 yr commit</td> <td>$6.08 (billed for 3 years)</td> <td>100</td> </tr> </table> <p>AWS Frankfurt (aws-eu-central-1)</p> <table> <tr> <th>Commitment model</th> <th>Hourly cost</th> <th>Number of slots</th> </tr> <tr> <td>PAYG (no commitment)</td> <td>$9.75 (billed per second with a 1 minute minimum)</td> <td>100</td> </tr> <tr> <td>1 yr commit</td> <td>$7.80 (billed for 1 year)</td> <td>100</td> </tr> <tr> <td>3 yr commit</td> <td>$5.85 (billed for 3 years)</td> <td>100</td> </tr> </table> <p><strong>Omni Cross Cloud Data Transfer</strong></p> <p>When using Omni’s Cross Cloud capabilities (Cross Cloud Transfer, Create Table as Select, Insert Into Select, Cross Cloud Joins, and Cross Cloud Materialized Views) that involve data moving from AWS or Azure to Google Cloud, there will be additional charges for data transfer.</p> <p>Specifically for Cross-Cloud Materialized Views, Create Table as Select, Insert Into Select, and Cross Cloud Joins there are no charges during Preview. Starting 29 February 2024, these services will be generally available and you will be charged for data transfer. You will be charged for data transfer only when using any of the above listed services from an AWS or Azure region to a Google Cloud BigQuery region. You will be charged on a per GiB rate based on the amount of data transferred from AWS or Azure to Google Cloud.</p> <table> <thead> <tr> <th>SKU</th> <th>Billing model</th> <th>Meter</th> <th>List price</th> </tr> </thead> <tbody> <tr> <td>Cross-cloud data transfer from AWS North Virginia (aws-us-east-1) to Google Cloud North America</td> <td>usage-based</td> <td>GiB transferred</td> <td>$.09</td> </tr> <tr> <td>Cross-cloud data transfer from Azure North Virginia (azure-eastus2) to Google Cloud North America</td> <td>usage-based</td> <td>GiB transferred</td> <td>$.0875</td> </tr> <tr> <td>Cross-cloud data transfer from AWS Seoul (aws-ap-northeast-2) to Google Cloud Asia</td> <td>usage-based</td> <td>GiB transferred</td> <td>$.126</td> </tr> <tr> <td>Cross-cloud data transfer from AWS Oregon (aws-us-west-2) to Google Cloud North America</td> <td>usage-based</td> <td>GiB transferred</td> <td>$.09</td> </tr> <tr> <td>Cross-cloud data transfer from AWS Ireland (aws-eu-west-1) to Google Cloud Europe</td> <td>usage-based</td> <td>GiB transferred</td> <td>$.09</td> </tr> <tr> <td>Cross-cloud data transfer from AWS Sydney (aws-ap-southeast-2) to Google Cloud Oceania</td> <td>usage-based</td> <td>GiB transferred</td> <td>$.114</td> </tr> <tr> <td>Cross-cloud data transfer from AWS Frankfurt (aws-eu-central-1) to Google Cloud Europe</td> <td>usage-based</td> <td>GiB transferred</td> <td>$.09</td> </tr> </tbody> </table> <p><strong>Omni Managed Storage</strong></p> <p>When using Omni’s Cross Cloud Materialized Views capability, you will also be charged for creation of local materialized views which is on BigQuery Managed Storage on AWS. You will be charged a per GiB for the amount of physical storage that is used for the local materialized view.</p> <table> <thead> <tr> <th>Operation</th> <th>Pricing</th> </tr> </thead> <tbody> <tr> <td>Active physical storage (aws-us-east-1)</td> <td>$0.05 per GiB per month</td> </tr> <tr> <td>Long-term physical storage (aws-us-east-1)</td> <td>$0.025 per GiB per month</td> </tr> <tr> <td>Active physical storage (azure-eastus2)</td> <td>$0.05 per GiB per month</td> </tr> <tr> <td>Long-term physical storage (azure-eastus2)</td> <td>$0.025 per GiB per month</td> </tr> <tr> <td>Active physical storage (aws-ap-northeast-2)</td> <td>$0.052 per GiB per month</td> </tr> <tr> <td>Long-term physical storage (aws-ap-northeast-2)</td> <td>$0.026 per GiB per month</td> </tr> <tr> <td>Active physical storage (aws-us-west-2)</td> <td>$0.04 per GiB per month</td> </tr> <tr> <td>Long-term physical storage (aws-us-west-2)</td> <td>$0.02 per GiB per month</td> </tr> <tr> <td>Active physical storage (aws-eu-west-1)</td> <td>$0.044 per GiB per month</td> </tr> <tr> <td>Long-term physical storage (aws-eu-west-1)</td> <td>$0.022 per GiB per month</td> </tr> <tr> <td>Active physical storage (aws-ap-southeast-2)</td> <td>$0.052 per GiB per month</td> </tr> <tr> <td>Long-term physical storage (aws-ap-southeast-2)</td> <td>$0.026 per GiB per month</td> </tr> <tr> <td>Active physical storage (aws-eu-central-1)</td> <td>$0.052 per GiB per month</td> </tr> <tr> <td>Long-term physical storage (aws-eu-central-1)</td> <td>$0.026 per GiB per month</td> </tr> </tbody> </table> <h2 id="data_ingestion_pricing" class="cloud-jump-section cloud-headline2" data-text="Data ingestion pricing" tabindex="-1">Data ingestion pricing</h2> <p>BigQuery offers two modes of data ingestion:</p> <ul> <li><p><strong>Batch loading</strong>. <a href="/bigquery/docs/batch-loading-data">Load source files</a> into one or more BigQuery tables in a single batch operation.</p></li> <li><p><strong>Streaming</strong>. Stream data one record at a time or in small batches using the <a href="/bigquery/docs/write-api">BigQuery Storage Write API</a> or the <a href="/bigquery/docs/streaming-data-into-bigquery">legacy streaming API</a>.</p></li> </ul> <p>For more information about which mode to choose, see <a href="/bigquery/docs/loading-data" track-type="inline link">Introduction to loading data</a>.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Operation', 'Pricing', 'Details']}, {'cells': ['Batch Loading', 'Free using the shared slot pool.', 'Customers can choose <a hrf=`/bigquery/pricing#capacity_compute_analysis_pricing`>editions pricing</a>\n for guaranteed capacity. Once the data is loaded into BigQuery, you are\n charged for storage.']}, {'cells': ['Streaming inserts (tabledata.insertAll)', {'priceByRegion': {'us': '0.010', 'eu': '0.010'}, 'taxonomy': 'gcp.analytics.gbq.streaming.streamingInsertBytes', 'decimalPlaces': 4, 'format': '%{price}% per 200 MB'}, 'You are charged for rows that are successfully inserted. Individual rows are calculated using a 1 KB minimum size.']}, {'cells': ['BigQuery Storage Write API', {'priceByRegion': {'us': '0.025', 'eu': '0.025'}, 'taxonomy': 'gcp.analytics.gbq.streaming.writeUsage.storageApiWriteUsage', 'tierIndex': 1, 'decimalPlaces': 5, 'format': '%{price}% per 1 GiB'}, 'The first 2 TiB per month are free.']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2,asia,europewest5,useast1aws,useast2azu"> </cloudx-pricing-table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h3 id="data-ingestion-pricing-details" class="hide-from-toc" data-text="Pricing details" tabindex="-1">Pricing details</h3> <p>By default, you are not charged for batch loading data from Cloud Storage or from local files into BigQuery. Load jobs by default use a shared pool of slots. BigQuery does not make guarantees about the available capacity of this shared pool or the throughput you will see. Alternatively, you can purchase dedicated slots to run load jobs. You are charged <a href="#analysis_pricing_models" track-type="inline link">capacity-based pricing</a> for dedicated slots. When load jobs are assigned to a reservation, they lose access to the free pool. For more information, see <a href="/bigquery/docs/reservations-intro#assignments" track-type="inline link">Assignments</a>.</p> <p>Once your data is loaded into BigQuery, it is subject to BigQuery <a href="#storage" track-type="inline link">storage pricing</a>. If you load data from Cloud Storage, you are charged for storing the data in Cloud Storage. For details, see <a href="/storage/pricing#storage-pricing" track-type="inline link">Data storage</a> on the Cloud Storage pricing page.</p> <h2 id="data_extraction_pricing" class="cloud-jump-section cloud-headline2" data-text="Data extraction pricing" tabindex="-1">Data extraction pricing</h2> <p>BigQuery offers the following modes of data extraction:</p> <ul> <li><p><strong>Batch export</strong>. Use an an <a href="/bigquery/docs/jobs-overview">extract job</a> to export table data to <a href="/bigquery/docs/exporting-data">Cloud Storage</a>. There is no processing charge for exporting data from a BigQuery table using an extract job.</p></li> <li><p><strong>Export query results</strong>. Use the <a href="/bigquery/docs/reference/standard-sql/export-statements"><code translate="no" dir="ltr">EXPORT DATA</code></a> statement to export query results to <a href="/bigquery/docs/exporting-data">Cloud Storage</a> or <a href="/bigquery/docs/export-to-bigtable">Bigtable</a>. You are billed for processing the query statement using the on-demand or capacity based model.</p></li> <li><p><strong>Streaming reads</strong>. Use the <a href="/bigquery/docs/reference/storage">Storage Read API</a> to perform high-throughput reads of table data. You are billed for the amount of data read.</p></li> </ul> <aside class="note"><strong>Note:</strong><span> You are not charged for data extraction or data transfer when accessing <a href="/bigquery/docs/writing-results">query results</a> in the Google Cloud console, BigQuery API, or any other clients, such as Looker.</span></aside> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Operation', 'Pricing', 'Details']}, {'cells': ['Batch exports', 'Free using the shared slot pool.', 'You can export up to <a hrf=`/bigquery/quotas#export_jobs`>50 tebibytes per day</a>\n for free using the shared slot pool. You are charged for the data stored in Cloud Storage.']}, {'cells': ['Streaming reads (BigQuery Storage Read API)', {'priceByRegion': {'us': '1.1', 'eu': '1.1'}, 'taxonomy': 'GCP.Analytics.GBQ.Streaming.Storage_API_Read.StorageReadApiBytesScanned', 'tierIndex': 1, 'format': '%{price}% per TiB read'}, 'Customers can read up to 300 TiB of data per month at no charge.']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2,asia,useast1aws,useast2azu"> </cloudx-pricing-table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h3 id="batch_export_data_transfer_pricing" data-text="Batch export data transfer pricing" tabindex="-1">Batch export data transfer pricing</h3> <p>You are charged for data transfer when you export data in batch from BigQuery to a Cloud Storage bucket or Bigtable table in another region, as follows:</p> <table> <thead> <tr> <th>Case</th> <th>Example</th> <th>Rate</th> </tr> </thead> <tbody> <tr> <td>Export within the same location</td> <td>From us-east1 to us-east1</td> <td>Free</td> </tr> <tr> <td>Export from BigQuery US multi-region</td> <td>From US multi-region to us-central1 (Iowa)</td> <td>Free</td> </tr> <tr> <td>Export from BigQuery US multi-region</td> <td>From US multi-region to any region (except us-central1 (Iowa))</td> <td>See following table</td> </tr> <tr> <td>Export from BigQuery EU multi-region</td> <td>From EU multi-region to europe-west4 (Netherlands)</td> <td>Free</td> </tr> <tr> <td>Export from BigQuery EU multi-region</td> <td>From EU multi-region to any region (except europe-west4 (Netherlands))</td> <td>See following table</td> </tr> <tr> <td>Export across locations</td> <td>From us-east1 to us-central1</td> <td>See following table</td> </tr> </tbody> </table> <aside class="note"><strong>Note:</strong><span> All prices are in $/GiB and all GiB are in physical bytes.</span></aside> <table> <thead> <tr> <th><b>Source location</b></th> <th colspan="8" style="text-align: center"><b>Destination location</b></th> </tr> </thead> <tbody> <tr> <th></th> <th>Northern America</th> <th>Europe</th> <th>Asia</th> <th>Indonesia</th> <th>Oceania</th> <th>Middle East</th> <th>Latin America</th> <th>Africa</th> </tr> <tr> <th>Northern America</th> <td>$0.02/GiB</td> <td>$0.05/GiB</td> <td>$0.08/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Europe</th> <td>$0.05/GiB</td> <td>$0.02/GiB</td> <td>$0.08/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Asia</th> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Indonesia</th> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> </tr> <tr> <th>Oceania</th> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> </tr> <tr> <th>Middle East</th> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.08/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Latin America</th> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> </tr> <tr> <th>Africa</th> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> </tbody> </table> <h3 id="storage-read-api-gen-net-egress" class="hide-from-toc" data-text="Storage Read API data transfer within Google Cloud" tabindex="-1">Storage Read API data transfer within Google Cloud</h3> <table> <thead> <tr> <th>Case</th> <th>Examples</th> <th>Rate</th> </tr> </thead> <tbody> <tr> <td> Accessing cached query results from <a href="/bigquery/docs/cached-results#how_cached_results_are_stored" track-type="inline link"> temporary tables</a> </td> <td> <ul> <li>Temporary tables "anonymous dataset"</li> </ul> </td> <td>Free</td> </tr> <tr> <td>Data reads within the same location</td> <td> <ul> <li>From <code translate="no" dir="ltr">us-east1</code> to <code translate="no" dir="ltr">us-east1</code></li> </ul> </td> <td>Free</td> </tr> <tr> <td> Data read from a <a href="/bigquery/docs/locations#multi-regional-locations" track-type="inline link"> BigQuery multi-region</a> to a different BigQuery location, and both locations are on the same continent. </td> <td> <ul> <li>From <code translate="no" dir="ltr">us</code> to <code translate="no" dir="ltr">us-east1</code></li> <li>From <code translate="no" dir="ltr">eu</code> to <code translate="no" dir="ltr">europe-west1</code></li> </ul> </td> <td>Free</td> </tr> <tr> <td> Data read between different locations on the same continent (assuming none of the above free cases apply) </td> <td> <ul> <li> From <code translate="no" dir="ltr">us-east1</code> to <code translate="no" dir="ltr">northamerica-northeast1</code> </li> <li>From <code translate="no" dir="ltr">europe-west1</code> to <code translate="no" dir="ltr">europe-north1</code></li> </ul> </td> <td>$0.01/GiB*</td> </tr> <tr> <td> Data moves between different continents within Google cloud and neither is Australia. </td> <td> <ul> <li>From <code translate="no" dir="ltr">us</code> to <code translate="no" dir="ltr">asia</code></li> <li> From <code translate="no" dir="ltr">europe-west1</code> to <code translate="no" dir="ltr">southamerica-east1</code> </li> </ul> </td> <td>$0.08 per GiB</td> </tr> <tr> <td> Data moves between different continents within Google cloud and one is Australia. </td> <td> <ul> <li>From <code translate="no" dir="ltr">us</code> to <code translate="no" dir="ltr">australia-southeast1</code></li> <li> From <code translate="no" dir="ltr">australia-southeast1</code> to <code translate="no" dir="ltr">europe-west1</code> </li> </ul> </td> <td>$0.15 per GiB</td> </tr> </tbody> </table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h3 id="storage-read-api-gen-net-use" class="hide-from-toc" data-text="Storage Read API general network usage" tabindex="-1">Storage Read API general network usage</h3> <table> <thead> <tr> <th>Monthly Usage</th> <th> Data Transfer to Worldwide Destinations (excluding Asia & Australia)<br>(per GiB) </th> <th> Data Transfer to Asia Destinations (excluding China, but including Hong Kong)<br>(per GiB) </th> <th>Data Transfer to China Destinations (excluding Hong Kong)<br>(per GiB)</th> <th>Data Transfer to Australia Destinations <br>(per GiB)</th> <th>Data Transfer in</th> </tr> </thead> <tbody> <tr> <td>0-1 TiB</td> <td>$0.12</td> <td>$0.12</td> <td>$0.19</td> <td>$0.19</td> <td>Free</td> </tr> <tr> <td>1-10 TiB</td> <td>$0.11</td> <td>$0.11</td> <td>$0.18</td> <td>$0.18</td> <td>Free</td> </tr> <tr> <td>10+ TiB</td> <td>$0.08</td> <td>$0.08</td> <td>$0.15</td> <td>$0.15</td> <td>Free</td> </tr> </tbody> </table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h3 id="data-extraction-pricing-details" class="hide-from-toc" data-text="Storage Read API pricing details" tabindex="-1">Storage Read API pricing details</h3> <p>The Storage Read API has an on-demand price model. With on-demand pricing, BigQuery charges for the number of bytes processed (also referred to as bytes read). On-demand pricing is solely based on usage, with a bytes read free tier of 300 TiB per month for each billing account. Bytes scanned as part of reads from <a href="/bigquery/docs/cached-results#how_cached_results_are_stored" track-type="inline link">temporary tables</a> are free and do not count against the 300TiB free tier. This free bytes read 300 TiB is on the bytes-read component, and does not apply to associated outbound data transfer.</p> <p>Note the following regarding Storage Read API charges:</p> <ul> <li>You are charged according to the total amount of data read. The total data read per column is calculated based on the type of data in the column, and the size of the data is calculated based on the column's data type. For a detailed explanation of how data size is calculated, see <a href="#data" track-type="inline link">Data size calculation</a>.</li> <li>You are charged for any data read in a read session even if a <code translate="no" dir="ltr">ReadRows</code> call fails.</li> <li>If you cancel a <code translate="no" dir="ltr">ReadRows</code> call before the end of the stream is reached, you are charged for any data read before the cancellation. Your charges can include data that was read but not returned to you before the cancellation of the <code translate="no" dir="ltr">ReadRows</code> call.</li> <li>As a best practice, use partitioned and clustered tables whenever possible. You can reduce the amount of data read by using a <code translate="no" dir="ltr">WHERE</code> clause to prune partitions. For more information, see <a href="/bigquery/docs/querying-partitioned-tables#querying_partitioned_tables_2" track-type="inline link">Querying partitioned tables</a>.</li> <li>When using Interconnect, Cloud <a href="/network-connectivity/docs/interconnect/pricing#egress-traffic-from-a-vpc-network-through-an-interconnect-connection_1" track-type="inline link">Interconnect pricing</a> applies instead of BigQuery Storage Read API General Network Usage prices.</li> </ul> <h2 id="data_replication" class="cloud-jump-section cloud-headline2" data-text="Data replication pricing" tabindex="-1">Data replication pricing</h2> <p>BigQuery offers two modes of replicating (copying) data between regions:</p> <ul> <li><p><strong>Cross-region copy</strong>. One time or scheduled copy of table data to between regions or multi-regions, see <a href="/bigquery/docs/managing-datasets#copy-datasets">copy datasets</a> or <a href="/bigquery/docs/managing-tables#copy_tables_across_regions">copy tables</a>.</p></li> <li><p><strong>Cross-region replication</strong>. Ongoing, incremental replication of a dataset between two or more different regions or multi-regions, see <a href="/bigquery/docs/data-replication">cross-region dataset replication</a>.</p></li> <li><p><strong>Cross-region Turbo replication</strong>. High performance, ongoing, incremental replication of a dataset between two or more different regions or multi-regions. Available only with <a href="/bigquery/docs/managed-disaster-recovery">managed disaster recovery</a>.</p></li> </ul> <h3 id="storage_for_replicated_data" data-text="Storage for replicated data" tabindex="-1">Storage for replicated data</h3> <p>Replicated data stored in the destination region or multi-region is charged according to <a href="/bigquery/pricing#storage">BigQuery storage pricing</a>.</p> <h3 id="data_replication_data_transfer_pricing" data-text="Data replication data transfer pricing" tabindex="-1">Data replication data transfer pricing</h3> <p>You are charged for data transfer for the volume of data replicated. The use cases and breakdown of data transfer charges are provided as follows:</p> <table> <thead> <tr> <th>Case</th> <th>Example</th> <th>Rate</th> </tr> </thead> <tbody> <tr> <td>Replicate within the same location</td> <td>From us-east1 to us-east1</td> <td>Free</td> </tr> <tr> <td>Replicate from BigQuery US multi-region</td> <td>From US multi-region to us-central1 (Iowa)</td> <td>Free</td> </tr> <tr> <td>Replicate from BigQuery US multi-region</td> <td>From US multi-region to any region (except us-central1 (Iowa))</td> <td>See following table</td> </tr> <tr> <td>Replicate from BigQuery EU multi-region</td> <td>From EU multi-region to europe-west4 (Netherlands)</td> <td>Free</td> </tr> <tr> <td>Replicate from BigQuery EU multi-region</td> <td>From EU multi-region to any region (except europe-west4 (Netherlands))</td> <td>See following table</td> </tr> <tr> <td>Replicate across locations</td> <td>From us-east1 to us-central1</td> <td>See following table</td> </tr> </tbody> </table> <aside class="note"><strong>Note:</strong><span> All prices are in $/GiB and all GiB are in physical bytes.</span></aside> <table> <thead> <tr> <th><b>Source location</b></th> <th colspan="8" style="text-align: center"><b>Destination location</b></th> </tr> </thead> <tbody> <tr> <th></th> <th>Northern America</th> <th>Europe</th> <th>Asia</th> <th>Indonesia</th> <th>Oceania</th> <th>Middle East</th> <th>Latin America</th> <th>Africa</th> </tr> <tr> <th>Northern America</th> <td>$0.02/GiB</td> <td>$0.05/GiB</td> <td>$0.08/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Europe</th> <td>$0.05/GiB</td> <td>$0.02/GiB</td> <td>$0.08/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Asia</th> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Indonesia</th> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> </tr> <tr> <th>Oceania</th> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.10/GiB</td> <td>$0.08/GiB</td> <td>$0.08/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> </tr> <tr> <th>Middle East</th> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.08/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> <tr> <th>Latin America</th> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> </tr> <tr> <th>Africa</th> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> <td>$0.14/GiB</td> <td>$0.11/GiB</td> </tr> </tbody> </table> <h3 id="data_replication_data_transfer_pricing_for_turbo_replication" data-text="Data replication data transfer pricing for Turbo replication" tabindex="-1">Data replication data transfer pricing for Turbo replication</h3> <aside class="note"><strong>Note:</strong><span> All prices are in $/GiB and all GiB are in physical bytes.</span></aside> <table> <thead> <tr> <th><b>Source location</b></th> <th colspan="8" style="text-align: center"><b>Destination location</b></th> </tr> </thead> <tbody> <tr> <th></th> <th>Northern America</th> <th>Europe</th> <th>Asia</th> <th>Indonesia</th> <th>Oceania</th> <th>Middle East</th> <th>Latin America</th> <th>Africa</th> </tr> <tr> <th>Northern America</th> <td>$0.04/GiB</td> <td>$0.10/GiB</td> <td>$0.16/GiB</td> <td>$0.20/GiB</td> <td>$0.20/GiB</td> <td>$0.22/GiB</td> <td>$0.28/GiB</td> <td>$0.22/GiB</td> </tr> <tr> <th>Europe</th> <td>$0.10/GiB</td> <td>$0.04/GiB</td> <td>$0.16/GiB</td> <td>$0.20/GiB</td> <td>$0.20/GiB</td> <td>$0.22/GiB</td> <td>$0.28/GiB</td> <td>$0.22/GiB</td> </tr> <tr> <th>Asia</th> <td>$0.16/GiB</td> <td>$0.16/GiB</td> <td>$0.16/GiB</td> <td>$0.20/GiB</td> <td>$0.20/GiB</td> <td>$0.22/GiB</td> <td>$0.28/GiB</td> <td>$0.22/GiB</td> </tr> <tr> <th>Indonesia</th> <td>$0.20/GiB</td> <td>$0.20/GiB</td> <td>$0.20/GiB</td> <td>$0.16/GiB</td> <td>$0.16/GiB</td> <td>$0.22/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> </tr> <tr> <th>Oceania</th> <td>$0.20/GiB</td> <td>$0.20/GiB</td> <td>$0.20/GiB</td> <td>$0.16/GiB</td> <td>$0.16/GiB</td> <td>$0.22/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> </tr> <tr> <th>Middle East</th> <td>$0.22/GiB</td> <td>$0.22/GiB</td> <td>$0.22/GiB</td> <td>$0.22/GiB</td> <td>$0.22/GiB</td> <td>$0.16/GiB</td> <td>$0.28/GiB</td> <td>$0.22/GiB</td> </tr> <tr> <th>Latin America</th> <td>$0.28/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> </tr> <tr> <th>Africa</th> <td>$0.22/GiB</td> <td>$0.22/GiB</td> <td>$0.22/GiB</td> <td>$0.28/GiB</td> <td>$0.28/GiB</td> <td>$0.22/GiB</td> <td>$0.28/GiB</td> <td>$0.22/GiB</td> </tr> </tbody> </table> <h2 id="external_services" class="cloud-jump-section cloud-headline2" data-text="External Services" tabindex="-1">External Services</h2> <p>BigQuery can leverage external services to help with data analytics workflows. For some of these services external to BigQuery, you will still be charged with BigQuery SKUs:</p> <h3 id="bigquery_studio_notebooks" data-text="BigQuery Studio Notebooks" tabindex="-1">BigQuery Studio Notebooks</h3> <p>BigQuery Studio Notebooks rely on a default notebook runtime that uses <a href="/colab/docs/runtimes">Colab Enterprise runtime</a> to allow notebook code execution. Usage of these services are billed as pay-as-you go slots and GB/s usage for SSD. You can expect to see charges for BigQuery notebooks on or after April 20th.</p> <p>The default notebook runtime is a Google-provisioned virtual machine (VM) that can run the code in your notebook (IPYNB file). This allows BigQuery customers to execute python script and is not charged after idle time.</p>  <devsite-iframe><iframe src="https://cloud.google.com/frame/bigquery/pricing_56159bb8802a8651ad50d0c546e5b98f6462465a7629eb3dfdf891c4958dd16a.frame" class="framebox inherit-locale " allow="clipboard-write https://cloud-dot-devsite-v2-prod.appspot.com" allowfullscreen is-upgraded></iframe></devsite-iframe>  <p><small>*The Pay as you go slots, will be metered in the edition that is being used at the project level.</small></p> <p>The default notebook allocates PD and SSD in the background to help users install new data science packages and maintain their work beyond the Python code they execute. Once the PD and SSD is released, you will not see charges.</p> <p><cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Resource', 'Pricing']}, {'cells': ['Default notebook SSD', {'priceByRegion': {'uscentral1': 0.204, 'europewest1': 0.204, 'europewest6': 0.2652, 'uswest1': 0.204, 'europewest2': 0.2448, 'europewest4': 0.2244, 'europewest3': 0.2448, 'asiasoutheast1': 0.2244, 'useast1': 0.204, 'asianortheast1': 0.2652, 'southamericaeast1': 0.306, 'africasouth1': 0.266832, 'asiaeast1': 0.204, 'asiaeast2': 0.2244, 'asianortheast3': 0.2652, 'asiasouth1': 0.2448, 'asiasoutheast2': 0.2652, 'australiasoutheast1': 0.276, 'europesouthwest1': 0.24072, 'europewest12': 0.2448, 'mecentral1': 0.24786, 'mecentral2': 0.3264, 'northamericanortheast1': 0.2244, 'useast4': 0.2244, 'useast5': 0.204, 'ussouth1': 0.24072, 'uswest2': 0.2448, 'uswest4': 0.2244}, 'format': '%{price}% per GB per Month', 'decimalPlaces': 6}]}, {'cells': ['Default notebook PD', {'priceByRegion': {'asiaeast1': 0.048, 'asianortheast1': 0.0624, 'asiasouth1': 0.0576, 'asiasoutheast1': 0.0528, 'europewest1': 0.048, 'europewest2': 0.0576, 'europewest3': 0.0576, 'europewest4': 0.0528, 'europewest6': 0.0624, 'southamericaeast1': 0.072, 'uscentral1': 0.048, 'useast1': 0.048, 'uswest1': 0.048, 'africasouth1': 0.62784, 'asiaeast2': 0.05976, 'asianortheast3': 0.0624, 'asiasoutheast2': 0.0624, 'europesouthwest1': 0.05664, 'europewest12': 0.06192, 'mecentral1': 0.05832, 'mecentral2': 0.0768, 'northamericanortheast1': 0.0528, 'useast4': 0.0528, 'useast5': 0.048, 'ussouth1': 0.05664, 'uswest2': 0.0576, 'uswest4': 0.0528}, 'format': '%{price}% per GB per Month', 'decimalPlaces': 5}]}]}" hideRate="true"> </cloudx-pricing-table></p> <p>BigQuery Studio notebook pricing details:</p> <ul> <li>Default runtime configuration may change to improve usability. Details can be found <a href="/colab/docs/runtimes#default-runtime">here</a>.</li> <li>Colab Enterprise runtimes shut down after 180 minutes of inactivity by default. <a href="/colab/docs/idle-shutdown">This page</a> describes the idle shutdown feature and how to change the default idle shutdown settings or turn the feature off when you create a runtime template.</li> </ul> <h2 id="bqml" class="cloud-jump-section cloud-headline2" data-text="BigQuery ML pricing" tabindex="-1">BigQuery ML pricing</h2> <p>BigQuery ML <a href="/bigquery/docs/bigqueryml-intro#overview" track-type="inline link">models</a> can be classified into two different categories: built-in models and external models. BigQuery ML built-in models are trained within BigQuery, such as linear regression, logistic regression, means, matrix factorization, PCA and time series models (e.g., ARIMA_PLUS). BigQuery ML external models are trained utilizing other Google Cloud services, DNN, boosted tree and random forest (which are trained on <a href="/vertex-ai" track-type="inline link">Vertex AI</a>) and AutoML models (which are trained on the <a href="/vertex-ai/docs/tabular-data/classification-regression/overview" track-type="inline link">Vertex AI Tables backend</a>). BigQuery ML model training pricing is based on the model type and your usage pattern, as well as your pricing model: editions or on-demand. BigQuery ML prediction and evaluation functions are executed within BigQuery ML for all model types, priced as explained below.</p> <h3 id="ml_editions_pricing" data-text="BigQuery ML editions pricing" tabindex="-1">BigQuery ML editions pricing</h3> <p>BigQuery ML is available in Enterprise and Enterprise Plus Editions for customers who prefer a compute capacity (number of slots) based pricing model over the on-demand (number of bytes processed) model. Customers can use Enterprise or Enterprise Plus reservations to use all features of BigQuery ML. BigQuery ML usage will be included in the BigQuery Editions usage.</p> <h4 id="reservations_to_create_built-in_models" data-text="Reservations to create built-in models" tabindex="-1">Reservations to create built-in models</h4> <p>BigQuery has three job types for reservation assignment: <code translate="no" dir="ltr">QUERY</code>, <code translate="no" dir="ltr">PIPELINE</code>, and <code translate="no" dir="ltr">ML_EXTERNAL</code>. <code translate="no" dir="ltr">QUERY</code> assignments, which are used for analytical queries, are also used to run <code translate="no" dir="ltr">CREATE MODEL</code> queries for BigQuery ML built-in models. Built-in model training and analytical queries share the same pool of resources in their assigned reservations, and have the same behavior regarding being preemptible, and using idle slots from other reservations.</p> <h4 id="reservations_to_create_external_models" data-text="Reservations to create external models" tabindex="-1">Reservations to create external models</h4> <p>Because external models are trained outside of BigQuery, these workloads are not preemptible. As a result, to ensure other workloads are not impacted, only reservations with <code translate="no" dir="ltr">ML_EXTERNAL</code> job type assignment can be used for these external jobs. <a href="/bigquery/docs/reservations-workload-management" track-type="inline link">Reservations workload management</a> describes how to create reservations for external model training jobs. The slots usage per job is calculated to maintain the price parity between BigQuery slots and external Google Cloud service costs.</p> <aside class="note"><strong>Note:</strong><span> You can add a <code translate="no" dir="ltr">ML_EXTERNAL</code> job type assignment to reservations that you want to use for building BigQuery ML external models. When slots in the reservation are shared by both <code translate="no" dir="ltr">QUERY</code>/<code translate="no" dir="ltr">PIPELINE</code> and <code translate="no" dir="ltr">ML_EXTERNAL</code> jobs, <code translate="no" dir="ltr">QUERY</code>/<code translate="no" dir="ltr">PIPELINE</code> jobs can use the slots only when they are available. Thus, it is important to ensure all critical <code translate="no" dir="ltr">QUERY</code> and <code translate="no" dir="ltr">PIPELINE</code> jobs run in their own reservations, as <code translate="no" dir="ltr">ML_EXTERNAL</code> jobs are not preemptible. <code translate="no" dir="ltr">ML_EXTERNAL</code> jobs cannot use idle slots from other reservations. On the other hand, if slots in this reservation (with <code translate="no" dir="ltr">ML_EXTERNAL</code> assignment) are available, jobs from other reservations (with ignore_idle_slots=false) can use them.</span></aside><aside class="note"><strong>Note:</strong><span> To create an AutoML Tables model, you need approximately 1000 <code translate="no" dir="ltr">ML_EXTERNAL</code> slots. The number of slots is subject to change based on <a href="/vertex-ai/docs/tabular-data/classification-regression/overview" track-type="inline link">Vertex AI Tables backend</a> pricing. Meanwhile, the number of external slots used to train other BigQuery ML external models (such as DNN, Boosted Tree, Random Forest etc.) is dynamically determined in order to scale the training job horizontally. More specifically, the Vertex AI training scale tier (Virtual Machine configurations for chief worker, parameter servers and workers) is determined at runtime based on the training data size and model type. The BigQuery ML service then reserves a number of slots equivalent to the total VM price from your <code translate="no" dir="ltr">ML_EXTERNAL</code> reservations.</span></aside> <h3 id="ml_on_demand_pricing" data-text="BigQuery ML on-demand pricing" tabindex="-1">BigQuery ML on-demand pricing</h3> <p>BigQuery ML pricing for on-demand queries depends on the type of operation: model type, model creation, model evaluation, model inspection, or model prediction.</p> <aside class="note"><strong>Note:</strong><span> Matrix factorization models are only available to editions customers or customers with <a href="/bigquery/docs/reservations-intro" track-type="inline link">reservations</a>.</span></aside> <p>BigQuery ML on-demand pricing is as follows:</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Operation', 'Pricing', 'Details']}, {'noBorder': True, 'cells': ['Logistic regression model creation<sup>1</sup>', {'priceByRegion': {'asiasouth2': 6}, 'taxonomy': 'gcp.analytics.gbq.analysis.on_demand.analysis', 'tierIndex': 1, 'format': '%{price * 50}% per TiB'}, '']}, {'noBorder': True, 'cells': ['Linear regression model creation<sup>1</sup>', '', 'An additional label is added to the billing record to distinguish between BigQuery ML model creation and regular BigQuery costs.']}, {'noBorder': True, 'cells': ['K-means clustering model creation<sup>1</sup>', '', 'The key is bigquery.googleapis.com/bqml, and the value can be one of the following:']}, {'noBorder': True, 'cells': ['PCA model creation', '', '<ul>\n <li>bqml_linear_reg_training</li>\n <li>bqml_logistic_reg_training</li>\n <li>bqml_kmeans_training</li>\n <li>bqml_pca_training</li>\n <li>bqml_matrix_factorization_training</li>\n <li>bqml_arima_plus_training</li>\n <li>bqml_arima_plus_xreg_training</li>\n </ul>']}, {'cells': ['Time series model creation<sup>1,2</sup>']}, {'noBorder': True, 'cells': ['AutoML Tables model creation<sup>1</sup>', {'priceByRegion': {'asiasouth2': '6.00'}, 'taxonomy': 'gcp.analytics.gbq.analysis.on_demand.analysis', 'tierIndex': 1, 'format': '%{price}% per TiB, plus Vertex AI training cost'}, 'The total cost of a job is the sum of the following two costs:']}, {'noBorder': True, 'cells': ['DNN model creation<sup>1</sup>', '', '<ul>\n <li>BigQuery data processing cost (for preprocessing)</li>\n <li>Passthrough Vertex AI cost (for training)</li>\n </ul>']}, {'noBorder': True, 'cells': ['Wide-and-Deep model creation<sup>1</sup>', '', 'The cost is converted to BigQuery ML bytes processed, and two\n billing records with different labels are reported for the job:']}, {'noBorder': True, 'cells': ['Boosted tree model creation', '', 'For BigQuery cost, the key is bigquery.googleapis.com/bqml and the value is bqml_analytic.\n For external Vertex AI service costs, the key is bigquery.googleapis.com/bqml, and the value can be one of the following:\n 1) CAIP; 2) AUTOML_TABLES.']}, {'noBorder': True, 'cells': ['Random forest model creation', '', '<br><br><br><br>']}, {'cells': ['Autoencoder model creation<sup>1</sup>', '', '<br><br><br><br>']}, {'cells': ['Matrix factorization model creation', 'Not supported', 'Matrix factorization is only available to editions customers or customers with <a hrf=`/bigquery/docs/reservations-intro`>reservations</a> (Enterprise or Enterprise+).']}, {'cells': ['Evaluation, inspection, and prediction (all model types except remote model<sup>3</sup>)', {'priceByRegion': {'asiasouth2': '6.00'}, 'taxonomy': 'gcp.analytics.gbq.analysis.on_demand.analysis', 'tierIndex': 1, 'format': '%{price}% per TiB'}, 'Charges from evaluation, inspection, and prediction queries\n are included in the 1 TiB of data per month under the BigQuery analysis free tier.']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2,asia,europewest5" surfaceRegions="asiasouth2"> </cloudx-pricing-table> <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small> <p><sup>1</sup> The <code translate="no" dir="ltr">CREATE MODEL</code> statement stops at 50 iterations for iterative models. This applies to both on-demand and editions pricing.</p> <p><sup>2</sup> For time series models, when auto-arima is enabled for automatic hyper-parameter tuning, multiple candidate models are fitted and evaluated during the training phase. In this case, the number of bytes processed by the input <code translate="no" dir="ltr">SELECT</code> statement is multiplied by the number of candidate models, which can be controlled by the <a href="/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-create-time-series#auto_arima_max_order" track-type="inline link">AUTO_ARIMA_MAX_ORDER </a> training option for <code translate="no" dir="ltr">ARIMA_PLUS</code> or the <a href="/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-create-multivariate-time-series#auto_arima_max_order" track-type="inline link">AUTO_ARIMA_MAX_ORDER </a> training option for <code translate="no" dir="ltr">ARIMA_PLUS_XREG</code>. This applies to both on-demand and editions pricing. The following notes apply to time series model creation:</p> <ul> <li><p>For single time series forecasting with auto-arima enabled, when <code translate="no" dir="ltr">AUTO_ARIMA_MAX_ORDER</code> is (1, 2, 3, 4, 5), the number of candidate models is (6, 12, 20, 30, 42) respectively if non-seasonal <em>d</em> equals one; otherwise, the number of candidate models is (3, 6, 10, 15, 21).</p></li> <li><p>For multiple time series forecasting using <code translate="no" dir="ltr">TIME_SERIES_ID_COL</code>, the charge is for (6, 12, 20, 30, 42) candidate models when <code translate="no" dir="ltr">AUTO_ARIMA_MAX_ORDER</code> is (1, 2, 3, 4, 5) respectively.</p></li> <li><p>Note that this model selection only applies to model creation. For model evaluation, inspection, and prediction, only the selected model is used, with regular query pricing.</p></li> </ul> <p><sup>3</sup> See BigQuery ML Remote Model Inference for details.</p></p> <h3 id="remote_model_training_inference_and_tuning" data-text="BigQuery ML remote model training, inference, and tuning" tabindex="-1">BigQuery ML remote model training, inference, and tuning</h3> <p>BigQuery ML lets customers create a remote model that targets a <a href="/vertex-ai/generative-ai/docs/learn/models#foundation_model_apis">Vertex AI foundation model</a>, a Vertex AI online prediction endpoint, or a Cloud AI API, for example Cloud AI Vision API.</p> <p>The pricing for BigQuery ML remote model inference has the following parts: <ol> <li>The bytes processed by BigQuery are billed according to standard pricing such as on-demand or editions pricing.</li> <li>In addition, costs are incurred for the remote endpoint as follows: <table> <tr> <th>Remote Model types</th> <th>Inference functions</th> <th>Pricing</th> </tr> <tr> <td>Google models hosted on Vertex AI</td> <td><code translate="no" dir="ltr">ML.GENERATE_TEXT</code><br> <code translate="no" dir="ltr">ML.GENERATE_EMBEDDING</code></td> <td><a href="/vertex-ai/generative-ai/pricing" track-type="inline link"> Generative AI on on Vertex AI pricing</a> </td> </tr> <tr> <td>Anthropic Claude models enabled on Vertex AI</td> <td><code translate="no" dir="ltr">ML.GENERATE_TEXT</code><br> <td><a href="/vertex-ai/generative-ai/pricing#claude-models" track-type="inline link"> Generative AI on on Vertex AI pricing</a> </td> </tr> <tr> <td>Vertex AI endpoints</td> <td><code translate="no" dir="ltr">ML.PREDICT</code></td> <td><a href="/vertex-ai/pricing" track-type="inline link"> Vertex AI pricing</a></td> </tr> <tr> <td>Cloud Natural Language API</td> <td><code translate="no" dir="ltr">ML.UNDERSTAND_TEXT</code></td> <td><a href="/natural-language/pricing" track-type="inline link"> Cloud Natural Language API pricing</a></td> </tr> <tr> <td>Cloud Translation API</td> <td><code translate="no" dir="ltr">ML.TRANSLATE</code></td> <td><a href="/translate/pricing" track-type="inline link"> Cloud Translation API pricing</a></td> </tr> <tr> <td>Cloud Vision API</td> <td><code translate="no" dir="ltr">ML.ANNOTATE_IMAGE</code></td> <td><a href="/vision/pricing" track-type="inline link"> Cloud Vision API pricing</a></td> </tr> <tr> <td>Document AI API</td> <td><code translate="no" dir="ltr">ML.PROCESS_DOCUMENT</code></td> <td><a href="/vision/pricing" track-type="inline link"> Document AI API pricing</a></td> </tr> <tr> <td>Speech-to-Text API</td> <td><code translate="no" dir="ltr">ML.TRANSCRIBE</code></td> <td><a href="/speech-to-text/pricing" track-type="inline link"> Speech-to-Text API pricing</a></td> </tr> </table> </li> </ol></p> <p>For remote endpoint model pricing, you are billed directly by the above services. You may use the billing label billing_service = 'bigquery_ml' and the billing label bigquery_job_id to filter the exact charges.</p> <h4 id="llm_supervised_tuning_costs" data-text="LLM supervised tuning costs" tabindex="-1">LLM supervised tuning costs</h4> <p>When using supervised tuning with remote models over Vertex AI LLMs, costs are calculated based on the following:</p> <ul> <li>The bytes processed from the training data table specified in the <a href="/bigquery/docs/reference/standard-sql/bigqueryml-syntax-create-remote-model#as_select"><code translate="no" dir="ltr">AS SELECT</code> clause</a>. These charges are billed from BigQuery to your project.</li> <li>The GPU or TPU usage to tune the LLM. These charges are billed from Vertex AI to your project. For more information, see <a href="/vertex-ai/pricing#custom-trained_models">Vertex AI pricing</a>.</li> </ul> <h3 id="dry_run" data-text="BigQuery ML dry run" tabindex="-1">BigQuery ML dry run</h3> <p>Due to the nature of the underlying algorithms of some model types and differences in billing, the bytes processed will not be calculated for some model types until after training is completed due to the complexity of calculating the initial estimate.</p> <h3 id="bqmlexamples" data-text="BigQuery ML pricing example" tabindex="-1">BigQuery ML pricing example</h3> <p>BigQuery ML charges are not itemized separately on your billing statement. For current models, if you have BigQuery Editions, BigQuery ML charges are included.</p> <p>If you are using <a href="#ml_on_demand_pricing" track-type="inline link">on-demand</a> pricing, BigQuery ML charges are included in the BigQuery analysis (query) charges.</p> <p>BigQuery ML jobs that perform inspection, evaluation, and prediction operations incur the same charges as on-demand query jobs. Because <code translate="no" dir="ltr">CREATE MODEL</code> queries incur different charges, you must calculate <code translate="no" dir="ltr">CREATE MODEL</code> job costs independently by using the Cloud logging audit logs. Using the audit logs, you can determine the bytes billed by the BigQuery ML service for each BigQuery ML <code translate="no" dir="ltr">CREATE MODEL</code> job. Then, multiply the bytes billed by the appropriate cost for <code translate="no" dir="ltr">CREATE MODEL</code> queries in your regional or multi-regional location.</p> <p>For example, to determine the cost of a query job in the <code translate="no" dir="ltr">US</code> that includes a BigQuery ML <code translate="no" dir="ltr">CREATE MODEL</code> statement:</p> <ol> <li><p>Open the <a href="https://console.cloud.google.com/logs/query" track-type="inline link">Cloud Logging</a> page in the Google Cloud console.</p></li> <li><p>Verify that the product is set to BigQuery.</p></li> <li><p>Click the drop-down arrow in the "Filter by label or text search" box and choose <strong>Convert to advanced filter</strong>. This adds the following text to the filter:</p> <pre class="prettyprint" translate="no" dir="ltr"><code translate="no" dir="ltr">resource.type="bigquery_resource" </code></pre></li> <li><p>Add the following text on line two below the <code translate="no" dir="ltr">resource.type</code> line:</p> <pre class="prettyprint" translate="no" dir="ltr"><code translate="no" dir="ltr">protoPayload.serviceData.jobCompletedEvent.job.jobConfiguration.query.statementType="CREATE_MODEL" </code></pre></li> <li><p>To the right of the <strong>Submit Filter</strong> button, choose the appropriate time frame from the drop-down list. For example, choosing <strong>Last 24 hours</strong> would display BigQuery ML <code translate="no" dir="ltr">CREATE MODEL</code> jobs completed in the past 24 hours.</p></li> <li><p>Click <strong>Submit Filter</strong> to display the jobs completed in the given time window.</p></li> <li><p>After the data is populated, click <strong>View Options</strong> and choose <strong>Modify custom fields</strong>.</p></li> <li><p>In the <strong>Add custom fields</strong> dialog, enter:</p> <pre class="prettyprint" translate="no" dir="ltr"><code translate="no" dir="ltr">protoPayload.serviceData.jobCompletedEvent.job.jobStatistics.totalBilledBytes </code></pre></li> <li><p>Click <strong>Save</strong> to update the results.</p></li> <li><p>To calculate the charges for the BigQuery ML <code translate="no" dir="ltr">CREATE MODEL</code> job, multiply the bytes billed by the <a href="#ml_on_demand_pricing" track-type="inline link">BigQuery ML on-demand price</a>. In this example, the <code translate="no" dir="ltr">CREATE MODEL</code> job processed 100873011200 bytes. To calculate the cost of this job in the <code translate="no" dir="ltr">US</code> multi-regional location, divide the billed bytes by the number of bytes per TiB, and multiply it by the model creation cost:</p> <p><code translate="no" dir="ltr">100873011200/1099511627776 x $312.5 = $28.669</code></p></li> </ol> <aside class="note"><strong>Note:</strong><span> Currently, Cloud logging metrics are not available for BigQuery ML. When available, Cloud logging metrics will allow you to view BigQuery ML bytes billed in graphs with custom aggregations.</span></aside> <h2 id="bi_engine_pricing" class="cloud-jump-section cloud-headline2" data-text="BI Engine pricing" tabindex="-1">BI Engine pricing</h2> <p><a href="/bigquery/docs/bi-engine-intro" track-type="inline link">BI Engine</a> accelerates SQL queries by caching BigQuery data in memory. The amount of data stored is constrained by the amount of capacity you purchase. To purchase BI Engine capacity, create a BI Engine reservation in the project where queries will be run.</p> <p>When BI Engine accelerates a query, the query stage that reads table data is free. Subsequent stages depend on the type of BigQuery pricing you're using:</p> <ul> <li><p>For <a href="#on_demand_pricing" track-type="inline link">on-demand pricing</a>, stages that use BI Engine are charged for 0 scanned bytes. Subsequent stages will not incur additional on-demand charges.</p></li> <li><p>For <a href="#capacity_compute_analysis_pricing" track-type="inline link">editions pricing</a>, the first stage consumes no BigQuery reservation slots. Subsequent stages use slots from the BigQuery reservation.</p></li> </ul> <p>BI Engine pricing is as follows:</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Resource', 'Pricing', 'Details']}, {'cells': ['Memory capacity', {'taxonomy': 'gcp.analytics.gbq.bigQuery_bI_engine.flat_rate.bigQueryBIEngineFlatRateHourly', 'decimalPlaces': 4, 'format': '%{price}% per GiB per %{rate}%'}, 'You are charged per GiB/hour for each project in which you have <a hrf=`/bigquery/docs/bi-engine-reserve-capacity`>reserved capacity</a>.']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2" surfaceRegions= "useast5,ussouth1"> </cloudx-pricing-table> <small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h3 id="editions_analysis_bundle" data-text="Editions commitment bundle" tabindex="-1">Editions commitment bundle</h3> <p>When you are using BigQuery <a href="/bigquery/pricing#capacity_compute_analysis_pricing">capacity compute pricing</a> with BigQuery editions commitments, you are eligible to receive a limited amount of BI Engine capacity as part of your editions price, at no extra cost, as shown in the following chart. To receive BI Engine capacity at no additional cost, follow the instructions to <a href="/bigquery/docs/bi-engine-reserve-capacity">reserve capacity</a> in a project within the same organization as your editions reservation. To ensure a particular project’s BI Engine reservation is discounted toward this bundled capacity, there should be some slots assigned to the project. BI Engine reservation in an 'on-demand analysis' project will not be counted towards the free capacity. Free capacity is shown in your Billing Reports as a normal cost, but it is discounted as a "Spending-Based Discount".</p> <table> <thead> <tr> <th>Number of slots purchased</th> <th>No-cost, additional BI Engine capacity (GiB)</th> </tr> </thead> <tbody> <tr> <td>100</td> <td>5</td> </tr> <tr> <td>500</td> <td>25</td> </tr> <tr> <td>1000</td> <td>50</td> </tr> <tr> <td>1500</td> <td>75</td> </tr> <tr> <td>2000</td> <td>100 (maximum per organization)</td> </tr> </tbody> </table> <h2 id="free" class="cloud-jump-section cloud-headline2" data-text="Free operations" tabindex="-1">Free operations</h2> <p>The following BigQuery operations are free of charge in every location. <a href="/bigquery/quotas" track-type="inline link">Quotas and limits</a> apply to these operations.</p> <table> <tr> <th>Operation</th> <th>Details</th> </tr> <tr> <td>Load data</td> <td>Free using the shared slot pool. Customers can choose <a href="#capacity_compute_analysis_pricing" track-type="inline link">editions pricing</a> for guaranteed capacity. Once the data is loaded into BigQuery, you are charged for storage. For details, see <a href="#capacity_compute_analysis_pricing" track-type="inline link">Data ingestion editions pricing</a>. </td> </tr> <tr> <td>Copy data</td> <td>You are not charged for copying a table, but you do incur charges Data ingestion editions pricing or storing the new table and the table you copied. For more information, see <a href="/bigquery/docs/managing-tables#copy-table" track-type="inline link">Copying an existing table</a>.</td> </tr> <tr> <td>Export data</td> <td>Free using the shared slot pool, but you do incur charges for storing the data in Cloud Storage. Customers can choose <a href="/bigquery/pricing#capacity_compute_analysis_pricing" track-type="inline link">editions pricing</a> for guaranteed capacity. When you use the <a href="/bigquery/docs/reference/standard-sql/export-statements#export_data_statement" track-type="inline link">EXPORT DATA SQL statement</a>, you are charged for query processing. For details, see <a href="/bigquery/pricing#exporting_data" track-type="inline link">Exporting data</a>.</td> </tr> <tr> <td>Delete operations</td> <td>You are not charged for deleting datasets or tables, deleting individual table partitions, deleting views, or deleting user-defined functions</td> </tr> <tr> <td>Metadata operations</td> <td>You are not charged for list, get, patch, update, and delete calls. Examples include (but are not limited to): listing datasets, listing table data, updating a dataset's access control list, updating a table's description, or listing user-defined functions in a dataset. <a href="/bigquery/docs/metadata-caching">Metadata caching</a> operations for BigLake tables aren't included in free operations.</td> </tr> </table> <h2 id="free-tier" class="cloud-jump-section cloud-headline2" data-text="Free usage tier" tabindex="-1">Free usage tier</h2> <p>As part of the <a href="/free" track-type="inline link">Google Cloud Free Tier</a>, BigQuery offers some resources free of charge up to a specific limit. These free usage limits are available during and after the free trial period. If you go over these usage limits and are no longer in the free trial period, you will be charged according to the pricing on this page. You can try BigQuery's free tier in the <a href="/bigquery/docs/sandbox" track-type="inline link">BigQuery sandbox</a> without a credit card.</p> <table> <thead> <tr> <th>Resource</th> <th>Monthly free usage limits</th> <th>Details</th> </tr> </thead> <tbody> <tr> <td>Storage</td> <td>The first 10 GiB per month is free.</td> <td>BigQuery ML models and training data stored in BigQuery are included in the BigQuery storage free tier.</td> </tr> <tr> <td>Queries (analysis)</td> <td>The first 1 TiB of query data processed per month is free.</td> <td> <p>BigQuery <a href="#capacity_compute_analysis_pricing" track-type="inline link">Editions pricing</a> is also available for high-volume customers that prefer a stable, monthly cost.</p></td> </tr> <tr> <td>BI Engine</td> <td>Up to 1 GiB of capacity for Looker Studio users without configuring a BI Engine reservation.</td> <td>This capacity is available to Looker Studio users that don't use BigQuery native Looker Studio integration. This additional capacity is provided on best-effort basis.</td> </tr> </tbody> </table> <h2 id="flat-rate-pricing" class="cloud-jump-section cloud-headline2" data-text="Flat-rate pricing" tabindex="-1">Flat-rate pricing</h2> <aside class="note"><strong>Note:</strong><span> The BigQuery flat-rate pricing model is no longer offered as of July 5, 2023. It is described here for customers who have existing flat-rate commitments.</span></aside> <h3 id="flat-rate_compute_pricing" data-text="Flat-rate compute pricing" tabindex="-1">Flat-rate compute pricing</h3> <p>When you use the flat-rate compute pricing model, you purchase dedicated query processing capacity, measured in BigQuery <a href="/bigquery/docs/slots">slots</a>. Your queries consume this capacity, and you are not billed for bytes processed. If your capacity demands exceed your committed capacity, BigQuery will queue up queries, and you will not be charged additional fees.</p> <p>Flat-rate compute pricing:</p> <ul> <li>Applies to query costs, including BigQuery ML, DML, and DDL statements.</li> <li>Does not apply to <a href="#storage" track-type="inline link">storage costs</a> or BI Engine costs.</li> <li>Does not apply to streaming inserts and using the BigQuery Storage API.</li> <li>Is purchased as a regional resource. Slot <a href="/bigquery/docs/reservations-intro#commitments" track-type="inline link">commitments</a> purchased in one region or multi-region cannot be used in another region or multi-region and cannot be moved.</li> <li>Is available in per-second (flex), monthly, and annual commitments.</li> <li>Can be shared across your entire organization. There is no need to buy slot <a href="/bigquery/docs/reservations-intro#commitments" track-type="inline link">commitments</a> for every project.</li> <li>Has a 100-slot minimum and is purchased in increments of 100 slots.</li> <li>Is billed per second until you cancel the commitment, which can be done at any time after the commitment end date.</li> </ul> <h4 id="monthly-flat-rate" data-text="Monthly flat-rate commitments" tabindex="-1">Monthly flat-rate commitments</h4> <p>The following table shows the cost of your monthly flat-rate slot commitment. For more information, see <a href="/bigquery/docs/reservations-details#monthly_commitments" track-type="inline link">Monthly commitments</a>.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Monthly cost', 'Number of slots']}, {'cells': [{'priceByRegion': {'us': 20, 'eu': 20, 'useast1aws': 25, 'useast2azu': 29.2, 'apnortheast2aws': 30}, 'taxonomy': 'gcp.analytics.gbq.bigQuery_reservation_api.flat_rate.flatRateAnalysisMonthly', 'format': '%{price * 100}%'}, '100']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2"> </cloudx-pricing-table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h4 id="annual-flat-rate" data-text="Annual flat-rate commitments" tabindex="-1">Annual flat-rate commitments</h4> <p>The following table shows the cost of your annual flate-rate slot commitment. For more information, see <a href="/bigquery/docs/reservations-details#annual_commitments" track-type="inline link">Annual commitments</a>.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Monthly cost', 'Number of slots']}, {'cells': [{'priceByRegion': {'us': 17, 'eu': 17, 'useast1aws': 21.25, 'useast2azu': 24.82, 'apnortheast2aws': 25.5}, 'taxonomy': 'gcp.analytics.gbq.bigquery_reservation_api.flat_rate.flatrateanalysisannual', 'format': '%{price * 100}%'}, '100']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2"> </cloudx-pricing-table> <p><small> If you pay in a currency other than USD, the prices listed in your currency on <a class="cloud-link" href="https://cloud.google.com/skus/" track-type="inline link">Cloud Platform SKUs</a> apply. </small></p> <h4 id="flex-slots-pricing" data-text="Flex slots: short-term flat-rate commitments" tabindex="-1">Flex slots: short-term flat-rate commitments</h4> <p>Flex slots are a special commitment type:</p> <ul> <li>Commitment duration is only 60 seconds.</li> <li>You can cancel flex slots any time thereafter.</li> <li>You are charged only for the seconds your commitment was deployed.</li> </ul> <p>Flex slots are subject to capacity availability. When you attempt to purchase flex slots, success of this purchase is not guaranteed. However, once your commitment purchase is successful, your capacity is guaranteed until you cancel it. For more information, see <a href="/bigquery/docs/reservations-details#flex_slots" track-type="inline link">flex slots</a>.</p> <p>The following table shows the cost of your Flex slot commitment.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Hourly cost', 'Number of slots', 'Monthly<sup>1</sup>']}, {'cells': [{'priceByRegion': {'us': 0.04, 'eu': 0.04, 'asiasouth2': 0.048, 'useast1aws': 0.05, 'useast2azu': 0.058, 'apnortheast2aws': 0.06}, 'taxonomy': 'gcp.analytics.gbq.bigquery_reservation_api.flat_rate_flex.flatrateanalysisflexhourly', 'format': '%{price * 100}%'}, '100', {'priceByRegion': {'us': 0.04, 'eu': 0.04, 'asiasouth2': 0.048, 'useast1aws': 0.05, 'useast2azu': 0.058, 'apnortheast2aws': 0.06}, 'taxonomy': 'gcp.analytics.gbq.bigquery_reservation_api.flat_rate_flex.flatrateanalysisflexhourly', 'format': '%{price * 24 * 30.4167 * 100}%'}]}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2"> </cloudx-pricing-table> <h3 id="flat-rate_pricing" data-text="BigQuery Omni flat-rate pricing" tabindex="-1">BigQuery Omni flat-rate pricing</h3> <p>BigQuery Omni offers flat-rate pricing which provides a predictable cost for queries. To enable flat-rate pricing, use BigQuery Reservations.</p> <p>When you enroll in flat-rate pricing for BigQuery Omni, you purchase dedicated query processing capacity, measured in slots, on Amazon Web Services or Microsoft Azure. Your queries consume this capacity, and you are not billed for bytes processed.</p> <p>BigQuery Omni flat-rate pricing:</p> <ul> <li>Applies to query costs. Does not apply to <a href="/bigquery/pricing#storage" track-type="inline link">storage costs</a>.</li> <li>Slot <a href="/bigquery/docs/reservations-intro#commitments" track-type="inline link">commitments</a> are purchased for a single multi-cloud region. Slots purchased in one region cannot be used in another region.</li> <li>Is available in monthly, and annual commitments. Is billed per second until you cancel the commitment, which can be done at any time after the commitment end date.</li> <li>Can be shared across your entire organization. There is no need to buy slot <a href="/bigquery/docs/reservations-intro#commitments" track-type="inline link">commitments</a> for every project.</li> <li>Has a 100-slot minimum and is purchased in increments of 100 slots.</li> </ul> <h4 id="monthly_flat-rate_commitments_2" data-text="Monthly flat-rate commitments" tabindex="-1">Monthly flat-rate commitments</h4> <p>The following table shows the cost of your monthly slot commitment. For more information, see <a href="/bigquery/docs/reservations-details#monthly_commitments" track-type="inline link">Monthly commitments</a>.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Monthly cost', 'Number of slots']}, {'cells': [{'priceByRegion': {'useast1aws': '2,500', 'useast2azu': '2,920'}}, '100']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2"> </cloudx-pricing-table> <h4 id="annual_flat-rate_commitments_2" data-text="Annual flat-rate commitments" tabindex="-1">Annual flat-rate commitments</h4> <p>The following table shows the cost of your annual slot commitment. For more information, see <a href="/bigquery/docs/reservations-details#annual_commitments" track-type="inline link">Annual commitments</a>.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Monthly cost', 'Number of slots']}, {'cells': [{'priceByRegion': {'useast1aws': '2,125', 'useast2azu': '2,482'}}, '100']}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2"> </cloudx-pricing-table> <h4 id="flex_slots_short-term_commitments" data-text="Flex slots: short-term commitments" tabindex="-1">Flex slots: short-term commitments</h4> <p>Flex slots are a special commitment type:</p> <ul> <li>Commitment duration is only 60 seconds.</li> <li>You can cancel flex slots any time thereafter.</li> <li>You are charged only for the seconds your commitment was deployed.</li> </ul> <p>Flex slots on BigQuery Omni are subject to capacity availability on AWS or Azure. When you attempt to purchase flex slots, success of this purchase is not guaranteed. However, once your commitment purchase is successful, your capacity is guaranteed until you cancel it. For more information, see <a href="/bigquery/docs/reservations-details#flex_slots" track-type="inline link">flex slots</a>.</p> <p>The following table shows the cost of your Flex slot commitment.</p> <cloudx-pricing-table layout="{'rows': [{'header': True, 'cells': ['Hourly cost', 'Number of slots', 'Monthly<sup>1</sup>']}, {'cells': [{'priceByRegion': {'useast1aws': '5.00', 'useast2azu': '5.80'}}, '100', {'priceByRegion': {'useast1aws': '3,650', 'useast2azu': '4,234'}}]}]}" hideRate="true" suppressRegions="useast5,ussouth1,mewest1,mecentral1,europewest12, uswest8,australia1,canada1,germany1,india1,japan1,nam16,europenorth2"> </cloudx-pricing-table> <h3 id="flat-rate_commitment_bundle" data-text="BI Engine flat-rate commitment bundle" tabindex="-1">BI Engine flat-rate commitment bundle</h3> <p>When you are using BigQuery flat-rate slot commitments, you are eligible to receive a limited amount of BI Engine capacity as part of your flat-rate price, at no extra cost, as shown in the following chart. To receive BI Engine capacity at no additional cost, follow the instructions to <a href="/bigquery/docs/bi-engine-reserve-capacity">reserve capacity</a> in a project within the same organization as your flat-rate reservation. To ensure a particular project's BI Engine reservation is discounted toward this bundled capacity, there should be some slots assigned to the project. A BI Engine reservation in an on-demand compute project don't counted towards free capacity. Free capacity is shown in your <a href="/billing/docs/reports">billing reports</a> as a normal cost, but it is discounted as a "Spending-Based Discount".</p> <table> <thead> <tr> <th>Number of slots purchased</th> <th>No-cost, additional BI Engine capacity (GiB)</th> </tr> </thead> <tbody> <tr> <td>100</td> <td>5</td> </tr> <tr> <td>500</td> <td>25</td> </tr> <tr> <td>1000</td> <td>50</td> </tr> <tr> <td>1500</td> <td>75</td> </tr> <tr> <td>2000</td> <td>100 (maximum per organization)</td> </tr> </tbody> </table> <h2 id="whats_next" class="cloud-jump-section cloud-headline2" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li><p>For information on analyzing billing data using reports, see <a href="/billing/docs/how-to/reports" track-type="inline link">View your billing reports and cost trends</a>.</p></li> <li><p>For information on analyzing your billing data in BigQuery, see <a href="/billing/docs/how-to/export-data-bigquery" track-type="inline link">Export Cloud Billing data to BigQuery</a>.</p></li> <li><p>For information about estimating costs, see <a href="/bigquery/docs/estimate-costs" track-type="inline link">Estimating storage and query costs</a>.</p></li> <li><p>Read the <a href="/bigquery/docs" track-type="inline link">BigQuery documentation</a>.</p></li> <li><p>Get started with <a href="/bigquery/docs/quickstarts" track-type="inline link">BigQuery</a>.</p></li> <li><p>Try the <a href="/products/calculator" track-type="inline link">Pricing calculator</a>.</p></li> <li><p>Learn about <a href="/architecture?text=BigQuery" track-type="inline link">BigQuery solutions and use cases</a>.</p></li> </ul> <div class="cws-grid cws-spacer-5--top cloud-background-color-grey-50 contact-sales_module"> <div class="cws-grid__col--offset-1 cws-grid__col--span-10 cws-spacer-5--top cws-spacer-5--bottom text-center"> <div class="cws-spacer-3--bottom"> <h4 class="cws-headline--headline-4" id="request-a-custom-quote" data-text="Request a custom quote" tabindex="-1">Request a custom quote</h4> </div> <div class="cws-spacer-4--bottom"> With Google Cloud's pay-as-you-go pricing, you only pay for the services you use. 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