Introduction to loading data | BigQuery

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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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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 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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="http://web.archive.org/web/20240304202651/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 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</div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/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"> Continuous integration and continuous delivery platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/https://cloud.google.com/deploy" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/deploy" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud deploy"> <div class="devsite-nav-item-title"> Cloud Deploy </div> <div class="devsite-nav-item-description"> Fully managed continuous delivery to GKE and Cloud Run. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/https://cloud.google.com/deployment-manager/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/deployment-manager/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud deployment manager"> <div class="devsite-nav-item-title"> Cloud Deployment Manager </div> <div class="devsite-nav-item-description"> Service for creating and managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/https://cloud.google.com/sdk" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/sdk" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud sdk"> <div class="devsite-nav-item-title"> Cloud SDK </div> <div class="devsite-nav-item-description"> Command-line tools and libraries for Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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 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</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="http://web.archive.org/web/20240304202651/https://cloud.google.com/products#developer-tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products#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="http://web.archive.org/web/20240304202651/https://cloud.google.com/distributed-cloud" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/distributed-cloud" track-metadata-position="nav - products" 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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="http://web.archive.org/web/20240304202651/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 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activity with AI. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20240304202651im_/https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20240304202651im_/https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/https://cloud.google.com/products#managment-tools" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products#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="http://web.archive.org/web/20240304202651/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"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20240304202651im_/https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20240304202651im_/https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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 program (ramp)"> <div class="devsite-nav-item-title"> Rapid Migration Program (RaMP) </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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20240304202651im_/https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="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="http://web.archive.org/web/20240304202651/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"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20240304202651im_/https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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"> Allows users to manage quotas for all of their 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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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="http://web.archive.org/web/20240304202651/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" track-metadata-module_headline="productivity and collaboration" tooltip track-name="google workspace"> <div class="devsite-nav-item-title"> Google Workspace </div> <div class="devsite-nav-item-description"> Collaboration and productivity tools for individuals and organizations. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/https://workspace.google.com/essentials/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/essentials/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip target="_blank" track-name="google workspace essentials"> <div class="devsite-nav-item-title"> Google Workspace Essentials </div> <div class="devsite-nav-item-description"> Secure video meetings and modern collaboration for teams. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/https://workspace.google.com/solutions/ai/" track-type="nav" track-metadata-eventdetail="https://workspace.google.com/solutions/ai/" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="gemini for workspace"> <div class="devsite-nav-item-title"> Gemini for Workspace </div> <div class="devsite-nav-item-description"> Embeds generative AI across Google Workspace apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/https://cloud.google.com/identity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="cloud identity"> <div class="devsite-nav-item-title"> Cloud Identity </div> <div class="devsite-nav-item-description"> Unified platform for IT admins to manage user devices and apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20240304202651/https://cloud.google.com/chrome-enterprise" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/chrome-enterprise" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="productivity and collaboration" tooltip track-name="chrome enterprise"> <div class="devsite-nav-item-title"> Chrome Enterprise </div> <div class="devsite-nav-item-description"> ChromeOS, Chrome browser, and Chrome devices built for business. </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="http://web.archive.org/web/20240304202651/https://cloud.google.com/products/security-and-identity" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/security-and-identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="security and identity"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20240304202651im_/https://www.gstatic.com/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" 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track-metadata-eventdetail="/bigquery/docs/generate-metadata"><span class="devsite-nav-text" tooltip>Generate metadata for translation and assessment</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/config-yaml-translation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/config-yaml-translation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/config-yaml-translation"><span class="devsite-nav-text" tooltip>Transform SQL translations with YAML</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/interactive-sql-translator" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/interactive-sql-translator" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/interactive-sql-translator"><span class="devsite-nav-text" tooltip>Translate SQL queries interactively</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration guides</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Amazon Redshift</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/redshift-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift-overview"><span class="devsite-nav-text" tooltip>Migration overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/redshift" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift"><span class="devsite-nav-text" tooltip>Migrate Amazon Redshift schema and data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/redshift-vpc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift-vpc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift-vpc"><span class="devsite-nav-text" tooltip>Migrate Amazon Redshift schema and data when using a VPC</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/redshift-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift-sql"><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Apache Hive</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/hive-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/hive-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/hive-overview"><span class="devsite-nav-text" tooltip>Migration overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/hive" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/hive" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/hive"><span class="devsite-nav-text" tooltip>Migrate Apache Hive schema and data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/hive-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/hive-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/hive-sql"><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>IBM Netezza</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/netezza" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/netezza" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/netezza"><span class="devsite-nav-text" tooltip>Migrate from IBM Netezza</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/netezza-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/netezza-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/netezza-sql"><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Oracle</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/oracle-migration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/oracle-migration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/oracle-migration"><span class="devsite-nav-text" tooltip>Migration guide</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/oracle-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/oracle-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/oracle-sql"><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Snowflake</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/snowflake-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/snowflake-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/snowflake-overview"><span class="devsite-nav-text" tooltip>Migration guide</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/snowflake-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/snowflake-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/snowflake-sql"><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Teradata</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/teradata-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata-overview"><span class="devsite-nav-text" tooltip>Migration overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/teradata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata"><span class="devsite-nav-text" tooltip>Migrate Teradata schema and data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/teradata-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata-tutorial"><span class="devsite-nav-text" tooltip>Migration tutorial</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/migration/teradata-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata-sql"><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Design</span> </div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/resource-hierarchy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/resource-hierarchy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/resource-hierarchy"><span class="devsite-nav-text" tooltip>Organize resources</span></a></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/editions-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/editions-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/editions-intro"><span class="devsite-nav-text" tooltip>Understand editions</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Datasets</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/datasets-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/datasets-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/datasets-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/datasets"><span class="devsite-nav-text" tooltip>Create datasets</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/listing-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/listing-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/listing-datasets"><span class="devsite-nav-text" tooltip>List datasets</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/updating-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/updating-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/updating-datasets"><span class="devsite-nav-text" tooltip>Update dataset properties</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-replication" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-replication" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-replication"><span class="devsite-nav-text" tooltip>Cross-region replication</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/time-travel" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/time-travel" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/time-travel"><span class="devsite-nav-text" tooltip>Dataset data retention</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>BigQuery tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/tables-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/tables-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/tables-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/tables"><span class="devsite-nav-text" tooltip>Create and use tables</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Specify table schemas</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/schemas"><span class="devsite-nav-text" tooltip>Specify a schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/nested-repeated" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/nested-repeated" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/nested-repeated"><span class="devsite-nav-text" tooltip>Specify nested and repeated columns</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/schema-detect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/schema-detect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/schema-detect"><span class="devsite-nav-text" tooltip>Auto-detect schemas</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-table-schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-table-schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-table-schemas"><span class="devsite-nav-text" tooltip>Modify table schemas</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/default-values" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/default-values" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/default-values"><span class="devsite-nav-text" tooltip>Specify default column values</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Segment with partitioned tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/partitioned-tables"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/creating-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/creating-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/creating-partitioned-tables"><span class="devsite-nav-text" tooltip>Create partitioned tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-partitioned-tables"><span class="devsite-nav-text" tooltip>Manage partitioned tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/querying-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/querying-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/querying-partitioned-tables"><span class="devsite-nav-text" tooltip>Query partitioned tables</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize with clustered tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/clustered-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/clustered-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/clustered-tables"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/creating-clustered-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/creating-clustered-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/creating-clustered-tables"><span class="devsite-nav-text" tooltip>Create and use clustered tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/querying-clustered-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/querying-clustered-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/querying-clustered-tables"><span class="devsite-nav-text" tooltip>Query clustered tables</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>External tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/external-data-sources" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-sources" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-sources"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Types of external tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/biglake-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/biglake-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/biglake-intro"><span class="devsite-nav-text" tooltip>BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/omni-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-introduction"><span class="devsite-nav-text" tooltip>BigQuery Omni</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/object-table-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-table-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-table-introduction"><span class="devsite-nav-text" tooltip>Object tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/external-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-tables"><span class="devsite-nav-text" tooltip>External tables</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/external-table-definition" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-table-definition" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-table-definition"><span class="devsite-nav-text" tooltip>External table definition file</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/hive-partitioned-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hive-partitioned-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hive-partitioned-queries"><span class="devsite-nav-text" tooltip>Externally partitioned data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/metadata-caching" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/metadata-caching" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/metadata-caching"><span class="devsite-nav-text" tooltip>Use metadata caching</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/omni-aws-create-external-table" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-aws-create-external-table" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-aws-create-external-table"><span class="devsite-nav-text" tooltip>Amazon S3 BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/iceberg-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/iceberg-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/iceberg-tables"><span class="devsite-nav-text" tooltip>Apache Iceberg BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/omni-azure-create-external-table" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-azure-create-external-table" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-azure-create-external-table"><span class="devsite-nav-text" tooltip>Azure Blob Storage BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/create-bigtable-external-table" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-bigtable-external-table" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-bigtable-external-table"><span class="devsite-nav-text" tooltip>Bigtable external table</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/create-cloud-storage-table-biglake" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-cloud-storage-table-biglake" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-cloud-storage-table-biglake"><span class="devsite-nav-text" tooltip>Cloud Storage BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/object-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-tables"><span class="devsite-nav-text" tooltip>Cloud Storage object tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/external-data-cloud-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-cloud-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-cloud-storage"><span class="devsite-nav-text" tooltip>Cloud Storage external tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/external-data-drive" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-drive" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-drive"><span class="devsite-nav-text" tooltip>Google Drive external tables</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Views</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Logical views</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/views-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/views-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/views-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/views" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/views" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/views"><span class="devsite-nav-text" tooltip>Create views</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/view-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/view-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/view-metadata"><span class="devsite-nav-text" tooltip>Get information about views</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-views" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-views" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-views"><span class="devsite-nav-text" tooltip>Manage views</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Materialized views</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/materialized-views-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/materialized-views-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-create"><span class="devsite-nav-text" tooltip>Create materialized views</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/materialized-view-replicas-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-view-replicas-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-view-replicas-create"><span class="devsite-nav-text" tooltip>Create materialized view replicas</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/materialized-views-use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-use"><span class="devsite-nav-text" tooltip>Use materialized views</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Routines</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/routines" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/routines" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/routines"><span class="devsite-nav-text" tooltip>Manage routines</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/user-defined-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/user-defined-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/user-defined-functions"><span class="devsite-nav-text" tooltip>User-defined functions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-functions"><span class="devsite-nav-text" tooltip>Table functions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/remote-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/remote-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/remote-functions"><span class="devsite-nav-text" tooltip>Remote functions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/procedures" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/procedures" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/procedures"><span class="devsite-nav-text" tooltip>SQL stored procedures</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/spark-procedures" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/spark-procedures" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/spark-procedures"><span class="devsite-nav-text" tooltip>Stored procedures for Apache Spark</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/remote-functions-translation-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/remote-functions-translation-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/remote-functions-translation-tutorial"><span class="devsite-nav-text" tooltip>Remote functions and Translation API tutorial</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Connections</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/connections-api-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connections-api-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connections-api-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/omni-aws-create-connection" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-aws-create-connection" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-aws-create-connection"><span class="devsite-nav-text" tooltip>Amazon S3 connection</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/connect-to-spark" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-spark" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-spark"><span class="devsite-nav-text" tooltip>Apache Spark connection</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/omni-azure-create-connection" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-azure-create-connection" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-azure-create-connection"><span class="devsite-nav-text" tooltip>Azure Blob Storage connection</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/create-cloud-resource-connection" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-cloud-resource-connection" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-cloud-resource-connection"><span class="devsite-nav-text" tooltip>Cloud resource connection</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/connect-to-spanner" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-spanner" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-spanner"><span class="devsite-nav-text" tooltip>Cloud Spanner connection</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/connect-to-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-sql"><span class="devsite-nav-text" tooltip>Cloud SQL connection</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/working-with-connections" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/working-with-connections" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/working-with-connections"><span class="devsite-nav-text" tooltip>Manage connections</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Search indexes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/search-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/search-index" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-index" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-index"><span class="devsite-nav-text" tooltip>Manage search indexes</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Vector indexes</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/vector-search-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-search-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-search-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/vector-index" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-index" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-index"><span class="devsite-nav-text" tooltip>Manage vector indexes</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Load, Transform, Export</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Load data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>BigQuery Data Transfer Service</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/dts-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-introduction"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/dts-locations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-locations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-locations"><span class="devsite-nav-text" tooltip>Data location and transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/dts-authentication-authorization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-authentication-authorization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-authentication-authorization"><span class="devsite-nav-text" tooltip>Authorize transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/enable-transfer-service" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/enable-transfer-service" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/enable-transfer-service"><span class="devsite-nav-text" tooltip>Enable transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/working-with-transfers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/working-with-transfers" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/working-with-transfers"><span class="devsite-nav-text" tooltip>Manage transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/transfer-run-notifications" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transfer-run-notifications" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transfer-run-notifications"><span class="devsite-nav-text" tooltip>Transfer run notifications</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/transfer-troubleshooting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transfer-troubleshooting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transfer-troubleshooting"><span class="devsite-nav-text" tooltip>Troubleshoot transfer configurations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/use-service-accounts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/use-service-accounts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/use-service-accounts"><span class="devsite-nav-text" tooltip>Use service accounts</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/third-party-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/third-party-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/third-party-transfer"><span class="devsite-nav-text" tooltip>Use third-party transfers</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transfer guides</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Amazon S3</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/s3-transfer-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/s3-transfer-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/s3-transfer-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/s3-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/s3-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/s3-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/s3-transfer-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/s3-transfer-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/s3-transfer-parameters"><span class="devsite-nav-text" tooltip>Transfer runtime parameters</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Azure Blob Storage</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/blob-storage-transfer-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/blob-storage-transfer-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/blob-storage-transfer-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/blob-storage-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/blob-storage-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/blob-storage-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/blob-storage-transfer-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/blob-storage-transfer-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/blob-storage-transfer-parameters"><span class="devsite-nav-text" tooltip>Transfer runtime parameters</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Campaign Manager</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/doubleclick-campaign-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-campaign-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-campaign-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/doubleclick-campaign-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-campaign-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-campaign-transformation"><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Cloud Storage</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/cloud-storage-transfer-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cloud-storage-transfer-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cloud-storage-transfer-overview"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/cloud-storage-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cloud-storage-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cloud-storage-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/gcs-transfer-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/gcs-transfer-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/gcs-transfer-parameters"><span class="devsite-nav-text" tooltip>Transfer runtime parameters</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Display & Video 360</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/display-video-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/display-video-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/display-video-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/display-video-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/display-video-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/display-video-transformation"><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Facebook Ads</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/facebook-ads-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/facebook-ads-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/facebook-ads-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Ad Manager</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/doubleclick-publisher-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-publisher-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-publisher-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/doubleclick-publisher-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-publisher-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-publisher-transformation"><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Ads</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/google-ads-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/google-ads-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/google-ads-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/google-ads-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/google-ads-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/google-ads-transformation"><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Merchant Center</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transfer report schema</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-best-sellers-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-best-sellers-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-best-sellers-schema"><span class="devsite-nav-text" tooltip>Best Sellers table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-local-inventories-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-local-inventories-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-local-inventories-schema"><span class="devsite-nav-text" tooltip>Local Inventories table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-performance-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-performance-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-performance-schema"><span class="devsite-nav-text" tooltip>Performance table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-price-benchmarks-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-price-benchmarks-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-price-benchmarks-schema"><span class="devsite-nav-text" tooltip>Price Benchmarks table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-price-competitiveness-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-price-competitiveness-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-price-competitiveness-schema"><span class="devsite-nav-text" tooltip>Price Competitiveness table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-price-insights-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-price-insights-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-price-insights-schema"><span class="devsite-nav-text" tooltip>Price Insights table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-product-inventory-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-product-inventory-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-product-inventory-schema"><span class="devsite-nav-text" tooltip>Product Inventory table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-products-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-products-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-products-schema"><span class="devsite-nav-text" tooltip>Products table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-regional-inventories-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-regional-inventories-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-regional-inventories-schema"><span class="devsite-nav-text" tooltip>Regional Inventories table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-top-brands-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-top-brands-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-top-brands-schema"><span class="devsite-nav-text" tooltip>Top Brands table schema</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/merchant-center-top-products-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-top-products-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-top-products-schema"><span class="devsite-nav-text" tooltip>Top Products table schema</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Play</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/play-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/play-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/play-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/play-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/play-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/play-transformation"><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Oracle</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/oracle-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/oracle-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/oracle-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Salesforce</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/salesforce-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/salesforce-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/salesforce-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Salesforce Marketing Cloud</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sfmc-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sfmc-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sfmc-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Search Ads 360</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/search-ads-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-ads-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-ads-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/search-ads-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-ads-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-ads-transformation"><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/search-ads-migration-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-ads-migration-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-ads-migration-guide"><span class="devsite-nav-text" tooltip>Migration guide</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>ServiceNow</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/servicenow-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/servicenow-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/servicenow-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>YouTube channel</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/youtube-channel-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-channel-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-channel-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/youtube-channel-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-channel-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-channel-transformation"><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>YouTube content owner</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/youtube-content-owner-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-content-owner-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-content-owner-transfer"><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/youtube-content-owner-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-content-owner-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-content-owner-transformation"><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li></ul></div></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Batch load data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/batch-loading-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/batch-loading-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/batch-loading-data"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-avro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-avro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-avro"><span class="devsite-nav-text" tooltip>Load Avro data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-parquet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-parquet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-parquet"><span class="devsite-nav-text" tooltip>Load Parquet data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-orc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-orc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-orc"><span class="devsite-nav-text" tooltip>Load ORC data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-csv" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-csv" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-csv"><span class="devsite-nav-text" tooltip>Load CSV data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-json" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-json" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-json"><span class="devsite-nav-text" tooltip>Load JSON data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/hive-partitioned-loads-gcs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hive-partitioned-loads-gcs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hive-partitioned-loads-gcs"><span class="devsite-nav-text" tooltip>Load externally partitioned data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-datastore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-datastore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-datastore"><span class="devsite-nav-text" tooltip>Load data from a Datastore export</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-firestore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-firestore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-firestore"><span class="devsite-nav-text" tooltip>Load data from a Firestore export</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api-batch-load" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-batch-load" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-batch-load"><span class="devsite-nav-text" tooltip>Load data using the Storage Write API</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/load-data-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-partitioned-tables"><span class="devsite-nav-text" tooltip>Load data into partitioned tables</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Write and read data with the Storage API</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/storage"><span class="devsite-nav-text" tooltip>Read data with the Storage Read API</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Write data with the Storage Write API</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api-streaming" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-streaming" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-streaming"><span class="devsite-nav-text" tooltip>Stream data with the Storage Write API</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api-batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-batch"><span class="devsite-nav-text" tooltip>Batch load data with the Storage Write API</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api-best-practices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-best-practices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-best-practices"><span class="devsite-nav-text" tooltip>Best practices</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/change-data-capture" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/change-data-capture" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/change-data-capture"><span class="devsite-nav-text" tooltip>Stream updates with change data capture</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/streaming-data-into-bigquery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/streaming-data-into-bigquery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/streaming-data-into-bigquery"><span class="devsite-nav-text" tooltip>Use the legacy streaming API</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/load-data-google-services" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-google-services" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-google-services"><span class="devsite-nav-text" tooltip>Load data from other Google services</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/load-data-third-party" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-third-party" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-third-party"><span class="devsite-nav-text" tooltip>Load data using third-party apps</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/load-data-using-cross-cloud-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-using-cross-cloud-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-using-cross-cloud-transfer"><span class="devsite-nav-text" tooltip>Load data using cross-cloud operations</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transform data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/transform-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transform-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transform-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-manipulation-language" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-manipulation-language" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-manipulation-language"><span class="devsite-nav-text" tooltip>Transform with DML</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/using-dml-with-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/using-dml-with-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/using-dml-with-partitioned-tables"><span class="devsite-nav-text" tooltip>Transform data in partitioned tables</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/change-history" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/change-history" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/change-history"><span class="devsite-nav-text" tooltip>Work with change history</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Export data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/export-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-file"><span class="devsite-nav-text" tooltip>Export to file</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/exporting-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/exporting-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/exporting-data"><span class="devsite-nav-text" tooltip>Export to Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/export-to-bigtable" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-to-bigtable" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-to-bigtable"><span class="devsite-nav-text" tooltip>Export to Bigtable</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/protobuf-export" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/protobuf-export" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/protobuf-export"><span class="devsite-nav-text" tooltip>Export as Protobuf columns</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Analyze</span> </div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-overview"><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Query BigQuery data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/running-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/running-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/running-queries"><span class="devsite-nav-text" tooltip>Run a query</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-sql-duet-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-sql-duet-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-sql-duet-ai"><span class="devsite-nav-text" tooltip>Write queries with Duet AI</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/writing-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/writing-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/writing-results"><span class="devsite-nav-text" tooltip>Write query results</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-profile-scan" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-profile-scan" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-profile-scan"><span class="devsite-nav-text" tooltip>Generate profile insights</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Query data with SQL</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/introduction-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/introduction-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/introduction-sql"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/arrays" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arrays" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arrays"><span class="devsite-nav-text" tooltip>Arrays</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/json-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/json-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/json-data"><span class="devsite-nav-text" tooltip>JSON data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sketches" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sketches" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sketches"><span class="devsite-nav-text" tooltip>Sketches</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/multi-statement-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/multi-statement-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/multi-statement-queries"><span class="devsite-nav-text" tooltip>Multi-statement queries</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/recursive-ctes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/recursive-ctes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/recursive-ctes"><span class="devsite-nav-text" tooltip>Recursive CTEs</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-sampling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-sampling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-sampling"><span class="devsite-nav-text" tooltip>Table sampling</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/working-with-time-series" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/working-with-time-series" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/working-with-time-series"><span class="devsite-nav-text" tooltip>Time series</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/transactions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transactions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transactions"><span class="devsite-nav-text" tooltip>Transactions</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Saved queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/saved-queries-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/saved-queries-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/saved-queries-introduction"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/work-with-saved-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/work-with-saved-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/work-with-saved-queries"><span class="devsite-nav-text" tooltip>Create saved queries</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/cached-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cached-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cached-results"><span class="devsite-nav-text" tooltip>Use cached results</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/parameterized-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/parameterized-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/parameterized-queries"><span class="devsite-nav-text" tooltip>Run parameterized queries</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/querying-wildcard-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/querying-wildcard-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/querying-wildcard-tables"><span class="devsite-nav-text" tooltip>Query with wildcard tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/access-historical-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/access-historical-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/access-historical-data"><span class="devsite-nav-text" tooltip>Access historical data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/scheduling-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/scheduling-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/scheduling-queries"><span class="devsite-nav-text" tooltip>Schedule queries</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/troubleshoot-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/troubleshoot-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/troubleshoot-queries"><span class="devsite-nav-text" tooltip>Troubleshoot queries</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-performance-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-overview"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-plan-explanation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-plan-explanation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-plan-explanation"><span class="devsite-nav-text" tooltip>Use the query plan explanation</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-insights" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-insights" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-insights"><span class="devsite-nav-text" tooltip>Get query performance insights</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-performance-compute" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-compute" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-compute"><span class="devsite-nav-text" tooltip>Optimize query computation</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-storage"><span class="devsite-nav-text" tooltip>Optimize storage</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bi-engine-query" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-query" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-query"><span class="devsite-nav-text" tooltip>Use BI Engine</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-performance-nested" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-nested" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-nested"><span class="devsite-nav-text" tooltip>Use nested and repeated data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-performance-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-functions"><span class="devsite-nav-text" tooltip>Optimize functions</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Query external data sources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/manage-open-source-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-open-source-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-open-source-metadata"><span class="devsite-nav-text" tooltip>Manage open source metadata</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use external tables and datasets</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Amazon S3 data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-aws-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-aws-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-aws-data"><span class="devsite-nav-text" tooltip>Query Amazon S3 data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/omni-aws-export-results-to-s3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-aws-export-results-to-s3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-aws-export-results-to-s3"><span class="devsite-nav-text" tooltip>Export query results to Amazon S3</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-iceberg-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-iceberg-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-iceberg-data"><span class="devsite-nav-text" tooltip>Query Apache Iceberg data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-open-table-format-using-manifest-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-open-table-format-using-manifest-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-open-table-format-using-manifest-files"><span class="devsite-nav-text" tooltip>Query open table formats with manifests</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Azure Blob Storage data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-azure-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-azure-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-azure-data"><span class="devsite-nav-text" tooltip>Query Azure Blob Storage data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/omni-azure-export-results-to-azure-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-azure-export-results-to-azure-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-azure-export-results-to-azure-storage"><span class="devsite-nav-text" tooltip>Export query results to Azure Blob Storage</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/external-data-bigtable" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-bigtable" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-bigtable"><span class="devsite-nav-text" tooltip>Query Cloud Bigtable data</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Cloud Storage data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-cloud-storage-using-biglake" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-cloud-storage-using-biglake" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-cloud-storage-using-biglake"><span class="devsite-nav-text" tooltip>Query Cloud Storage data in BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-cloud-storage-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-cloud-storage-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-cloud-storage-data"><span class="devsite-nav-text" tooltip>Query Cloud Storage data in external tables</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-drive-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-drive-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-drive-data"><span class="devsite-nav-text" tooltip>Query Google Drive data</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/glue-federated-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/glue-federated-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/glue-federated-datasets"><span class="devsite-nav-text" tooltip>Create AWS Glue federated datasets</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Run federated queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/federated-queries-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/federated-queries-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/federated-queries-intro"><span class="devsite-nav-text" tooltip>Federated queries</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/cloud-spanner-federated-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cloud-spanner-federated-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cloud-spanner-federated-queries"><span class="devsite-nav-text" tooltip>Query Cloud Spanner data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/cloud-sql-federated-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cloud-sql-federated-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cloud-sql-federated-queries"><span class="devsite-nav-text" tooltip>Query Cloud SQL data</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Analyze unstructured data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/object-table-inference" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-table-inference" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-table-inference"><span class="devsite-nav-text" tooltip>Run inference</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/object-table-remote-function" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-table-remote-function" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-table-remote-function"><span class="devsite-nav-text" tooltip>Analyze with remote functions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/remote-function-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/remote-function-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/remote-function-tutorial"><span class="devsite-nav-text" tooltip>Tutorial: Create and use a remote function</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search"><span class="devsite-nav-text" tooltip>Search indexed text</span></a></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/text-analysis-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/text-analysis-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/text-analysis-search"><span class="devsite-nav-text" tooltip>Work with text analyzers</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Work with sessions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sessions-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sessions-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-create"><span class="devsite-nav-text" tooltip>Create sessions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sessions-write-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-write-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-write-queries"><span class="devsite-nav-text" tooltip>Write queries in sessions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sessions-run-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-run-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-run-queries"><span class="devsite-nav-text" tooltip>Run queries in sessions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sessions-terminating" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-terminating" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-terminating"><span class="devsite-nav-text" tooltip>Terminate sessions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sessions-view-history" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-view-history" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-view-history"><span class="devsite-nav-text" tooltip>View query history in sessions</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/sessions-get-ids" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-get-ids" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-get-ids"><span class="devsite-nav-text" tooltip>Find sessions</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use geospatial analytics</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/geospatial-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/geospatial-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-data"><span class="devsite-nav-text" tooltip>Work with geospatial analytics</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/geospatial-visualize" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-visualize" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-visualize"><span class="devsite-nav-text" tooltip>Visualize geospatial data</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/standard-sql/geography_functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/standard-sql/geography_functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/standard-sql/geography_functions"><span class="devsite-nav-text" tooltip>Geospatial analytics syntax reference</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Geospatial analytics tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/geospatial-get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-get-started"><span class="devsite-nav-text" tooltip>Get started with geospatial analytics</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/geospatial-tutorial-hurricane" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-tutorial-hurricane" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-tutorial-hurricane"><span class="devsite-nav-text" tooltip>Use geospatial analytics to plot a hurricane's path</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use programmatic tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/programmatic-analysis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/programmatic-analysis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/programmatic-analysis"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use notebooks in BigQuery</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/notebooks-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/notebooks-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/notebooks-introduction"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/create-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-notebooks"><span class="devsite-nav-text" tooltip>Create notebooks</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/explore-data-colab" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/explore-data-colab" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/explore-data-colab"><span class="devsite-nav-text" tooltip>Explore query results</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/visualize-jupyter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/visualize-jupyter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/visualize-jupyter"><span class="devsite-nav-text" tooltip>Use Jupyter notebooks</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use analysis and BI tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-analysis-tools-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-analysis-tools-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-analysis-tools-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/connected-sheets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connected-sheets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connected-sheets"><span class="devsite-nav-text" tooltip>Use Connected Sheets</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analyze-data-tableau" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analyze-data-tableau" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analyze-data-tableau"><span class="devsite-nav-text" tooltip>Use Tableau</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/looker" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/looker" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/looker"><span class="devsite-nav-text" tooltip>Use Looker</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/visualize-looker-studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/visualize-looker-studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/visualize-looker-studio"><span class="devsite-nav-text" tooltip>Use Looker Studio</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bi-engine-looker-studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-looker-studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-looker-studio"><span class="devsite-nav-text" tooltip>Tutorial: Looker Studio with BI Engine</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/third-party-integration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/third-party-integration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/third-party-integration"><span class="devsite-nav-text" tooltip>Use third-party tools</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Cloud Ready - BigQuery</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-external"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bigquery-ready-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-ready-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-ready-overview"><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bigquery-ready-partners" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-ready-partners" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-ready-partners"><span class="devsite-nav-text" tooltip>Partners</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Share with Analytics Hub</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-introduction"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-manage-exchanges" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-manage-exchanges" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-manage-exchanges"><span class="devsite-nav-text" tooltip>Manage data exchanges</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-manage-listings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-manage-listings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-manage-listings"><span class="devsite-nav-text" tooltip>Manage listings</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-manage-subscriptions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-manage-subscriptions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-manage-subscriptions"><span class="devsite-nav-text" tooltip>Manage subscriptions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-grant-roles" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-grant-roles" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-grant-roles"><span class="devsite-nav-text" tooltip>Configure user roles</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-view-subscribe-listings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-view-subscribe-listings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-view-subscribe-listings"><span class="devsite-nav-text" tooltip>View and subscribe to listings</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-clean-rooms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-clean-rooms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-clean-rooms"><span class="devsite-nav-text" tooltip>Share sensitive data with data clean rooms</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Entity resolution</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/entity-resolution-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/entity-resolution-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/entity-resolution-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/entity-resolution-setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/entity-resolution-setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/entity-resolution-setup"><span class="devsite-nav-text" tooltip>Use entity resolution</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-vpc-sc-rules" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-vpc-sc-rules" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-vpc-sc-rules"><span class="devsite-nav-text" tooltip>VPC Service Controls for Analytics Hub</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Machine learning</span> </div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bqml-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bqml-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bqml-introduction"><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/ai-application-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/ai-application-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/ai-application-overview"><span class="devsite-nav-text" tooltip>AI applications overview</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>ML workflow</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/e2e-journey" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/e2e-journey" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/e2e-journey"><span class="devsite-nav-text" tooltip>End-to-end journey per model</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/model-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/model-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/model-overview"><span class="devsite-nav-text" tooltip>Model creation overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Feature preprocessing</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/preprocess-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/preprocess-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/preprocess-overview"><span class="devsite-nav-text" tooltip>Preprocessing overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/input-feature-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/input-feature-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/input-feature-types"><span class="devsite-nav-text" tooltip>Supported input feature types</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/auto-preprocessing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/auto-preprocessing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/auto-preprocessing"><span class="devsite-nav-text" tooltip>Automatic preprocessing</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/manual-preprocessing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manual-preprocessing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manual-preprocessing"><span class="devsite-nav-text" tooltip>Manual preprocessing</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/feature-serving" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/feature-serving" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/feature-serving"><span class="devsite-nav-text" tooltip>Feature serving</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/hp-tuning-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hp-tuning-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hp-tuning-overview"><span class="devsite-nav-text" tooltip>Hyperparameter tuning overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/evaluate-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/evaluate-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/evaluate-overview"><span class="devsite-nav-text" tooltip>Model evaluation overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/inference-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/inference-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/inference-overview"><span class="devsite-nav-text" tooltip>Model inference overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/xai-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/xai-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/xai-overview"><span class="devsite-nav-text" tooltip>Explainable AI overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/weights-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/weights-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/weights-overview"><span class="devsite-nav-text" tooltip>Model weights overview</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/create-machine-learning-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-machine-learning-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-machine-learning-model"><span class="devsite-nav-text" tooltip>Get started with BigQuery ML</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generative AI</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/generate-text-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text-tutorial"><span class="devsite-nav-text" tooltip>Generate text using a public dataset</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/generate-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text"><span class="devsite-nav-text" tooltip>Generate text from BigQuery data</span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="http://web.archive.org/web/20240304202651/https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/getting_started/getting_started_bq_dataframes.ipynb" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/getting_started/getting_started_bq_dataframes.ipynb" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/getting_started/getting_started_bq_dataframes.ipynb"><span class="devsite-nav-text" tooltip>Notebook: Generate code with BigQuery DataFrames ML</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generate embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/generate-text-embedding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text-embedding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text-embedding"><span class="devsite-nav-text" tooltip>Generate text embeddings using an LLM</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/generate-embedding-with-tensorflow-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-embedding-with-tensorflow-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-embedding-with-tensorflow-models"><span class="devsite-nav-text" tooltip>Tutorial: Generate text embeddings using pretrained TensorFlow models</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Vector search</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/vector-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-search"><span class="devsite-nav-text" tooltip>Tutorial: Search embeddings with vector search</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/vector-index-text-search-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-index-text-search-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-index-text-search-tutorial"><span class="devsite-nav-text" tooltip>Tutorial: Perform semantic search and retrieval-augmented generation</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Natural language processing</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/understand-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/understand-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/understand-text"><span class="devsite-nav-text" tooltip>Understand text</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/translate-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/translate-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/translate-text"><span class="devsite-nav-text" tooltip>Translate text</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Regression and classification</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/linear-regression-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/linear-regression-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/linear-regression-tutorial"><span class="devsite-nav-text" tooltip>Create a regression model</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/logistic-regression-prediction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/logistic-regression-prediction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/logistic-regression-prediction"><span class="devsite-nav-text" tooltip>Create a classification model</span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="http://web.archive.org/web/20240304202651/https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/regression/bq_dataframes_ml_linear_regression.ipynb" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/regression/bq_dataframes_ml_linear_regression.ipynb" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/regression/bq_dataframes_ml_linear_regression.ipynb"><span class="devsite-nav-text" tooltip>Notebook: Train a linear regression model with BigQuery DataFrames ML</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Clustering</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/kmeans-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/kmeans-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/kmeans-tutorial"><span class="devsite-nav-text" tooltip>Create a k-means model</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Recommendation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bigqueryml-mf-explicit-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigqueryml-mf-explicit-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigqueryml-mf-explicit-tutorial"><span class="devsite-nav-text" tooltip>Create a matrix factorization model to make movie recommendations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bigqueryml-mf-implicit-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigqueryml-mf-implicit-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigqueryml-mf-implicit-tutorial"><span class="devsite-nav-text" tooltip>Create a matrix factorization model to make recommendations from Google Analytics Data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Time series forecasting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/arima-single-time-series-forecasting-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-single-time-series-forecasting-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-single-time-series-forecasting-tutorial"><span class="devsite-nav-text" tooltip>Single time series forecasting</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/arima-multiple-time-series-forecasting-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-multiple-time-series-forecasting-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-multiple-time-series-forecasting-tutorial"><span class="devsite-nav-text" tooltip>Multiple time series forecasting</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/arima-speed-up-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-speed-up-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-speed-up-tutorial"><span class="devsite-nav-text" tooltip>Forecast millions of time series</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/arima-plus-xreg-single-time-series-forecasting-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-plus-xreg-single-time-series-forecasting-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-plus-xreg-single-time-series-forecasting-tutorial"><span class="devsite-nav-text" tooltip>Multivariate time series forecasting</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/time-series-forecasting-holidays-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/time-series-forecasting-holidays-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/time-series-forecasting-holidays-tutorial"><span class="devsite-nav-text" tooltip>Use custom holidays in a time series forecasting model</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/time-series-forecasting-holidays-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/time-series-forecasting-holidays-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/time-series-forecasting-holidays-tutorial"><span class="devsite-nav-text" tooltip>Limit forecasted values for a time series model</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Anomaly detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/time-series-anomaly-detection-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/time-series-anomaly-detection-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/time-series-anomaly-detection-tutorial"><span class="devsite-nav-text" tooltip>Anomaly detection with a multivariate time series</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Imported and remote models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/making-predictions-with-imported-tensorflow-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/making-predictions-with-imported-tensorflow-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/making-predictions-with-imported-tensorflow-models"><span class="devsite-nav-text" tooltip>Make predictions with imported TensorFlow models</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/making-predictions-with-sklearn-models-in-onnx-format" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/making-predictions-with-sklearn-models-in-onnx-format" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/making-predictions-with-sklearn-models-in-onnx-format"><span class="devsite-nav-text" tooltip>Make predictions with scikit-learn models in ONNX format</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/making-predictions-with-pytorch-models-in-onnx-format" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/making-predictions-with-pytorch-models-in-onnx-format" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/making-predictions-with-pytorch-models-in-onnx-format"><span class="devsite-nav-text" tooltip>Make predictions with PyTorch models in ONNX format</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bigquery-ml-remote-model-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-ml-remote-model-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-ml-remote-model-tutorial"><span class="devsite-nav-text" tooltip>Make predictions with remote models on Vertex AI</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Feature engineering and hyperparameter tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bigqueryml-transform" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigqueryml-transform" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigqueryml-transform"><span class="devsite-nav-text" tooltip>Perform feature engineering with the TRANSFORM clause</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/hyperparameter-tuning-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hyperparameter-tuning-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hyperparameter-tuning-tutorial"><span class="devsite-nav-text" tooltip>Improve model performance with hyperparameter tuning</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Export models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/export-model-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-model-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-model-tutorial"><span class="devsite-nav-text" tooltip>Export a BigQuery ML model for online prediction</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Document processing</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/process-document" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/process-document" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/process-document"><span class="devsite-nav-text" tooltip>Process documents</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Speech recognition</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/transcribe" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transcribe" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transcribe"><span class="devsite-nav-text" tooltip>Transcribe audio files</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Computer vision</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/annotate-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/annotate-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/annotate-image"><span class="devsite-nav-text" tooltip>Annotate images</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/inference-tutorial-resnet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/inference-tutorial-resnet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/inference-tutorial-resnet"><span class="devsite-nav-text" tooltip>Analyze images with an imported classication model</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/inference-tutorial-mobilenet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/inference-tutorial-mobilenet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/inference-tutorial-mobilenet"><span class="devsite-nav-text" tooltip>Analyze images with an imported feature vector model</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Work with models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/listing-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/listing-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/listing-models"><span class="devsite-nav-text" tooltip>List models</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-models"><span class="devsite-nav-text" tooltip>Manage models</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/getting-model-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/getting-model-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/getting-model-metadata"><span class="devsite-nav-text" tooltip>Get model metadata</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/updating-model-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/updating-model-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/updating-model-metadata"><span class="devsite-nav-text" tooltip>Update model metadata</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/exporting-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/exporting-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/exporting-models"><span class="devsite-nav-text" tooltip>Export models</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>MLOps with Vertex AI</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-models-vertex" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-models-vertex" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-models-vertex"><span class="devsite-nav-text" tooltip>Manage BigQueryML models with Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/create_vertex" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create_vertex" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create_vertex"><span class="devsite-nav-text" tooltip>Register BigQueryML models to Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/update_vertex" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/update_vertex" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/update_vertex"><span class="devsite-nav-text" tooltip>Update BigQueryML models in Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/delete_vertex" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/delete_vertex" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/delete_vertex"><span class="devsite-nav-text" tooltip>Remove BigQueryML models from Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/model_eval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/model_eval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/model_eval"><span class="devsite-nav-text" tooltip>View BigQueryML model evaluations in Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/vertex-xai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vertex-xai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vertex-xai"><span class="devsite-nav-text" tooltip>Prepare BigQueryML models for Explainable AI</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/deleting-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/deleting-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/deleting-models"><span class="devsite-nav-text" tooltip>Delete models</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference-patterns" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference-patterns" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference-patterns"><span class="devsite-nav-text" tooltip>Reference patterns</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Administer</span> </div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/admin-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/admin-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/admin-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/resource-hierarchy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/resource-hierarchy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/resource-hierarchy"><span class="devsite-nav-text" tooltip>Organize resources</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reliability-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reliability-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reliability-intro"><span class="devsite-nav-text" tooltip>Understand reliability</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/default-configuration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/default-configuration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/default-configuration"><span class="devsite-nav-text" tooltip>Manage default configurations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-datasets"><span class="devsite-nav-text" tooltip>Manage datasets</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/manage-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-notebooks"><span class="devsite-nav-text" tooltip>Manage notebooks</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/manage-saved-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-saved-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-saved-queries"><span class="devsite-nav-text" tooltip>Manage saved queries</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-tables"><span class="devsite-nav-text" tooltip>Manage tables</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-table-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-table-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-table-data"><span class="devsite-nav-text" tooltip>Manage table data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Table clones</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-clones-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-clones-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-clones-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-clones-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-clones-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-clones-create"><span class="devsite-nav-text" tooltip>Create table clones</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Table snapshots</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-create"><span class="devsite-nav-text" tooltip>Create table snapshots</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-restore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-restore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-restore"><span class="devsite-nav-text" tooltip>Restore table snapshots</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-list" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-list" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-list"><span class="devsite-nav-text" tooltip>List table snapshots</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-metadata"><span class="devsite-nav-text" tooltip>View table snapshot metadata</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-update" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-update" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-update"><span class="devsite-nav-text" tooltip>Update table snapshot metadata</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-delete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-delete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-delete"><span class="devsite-nav-text" tooltip>Delete table snapshots</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/table-snapshots-scheduled" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-scheduled" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-scheduled"><span class="devsite-nav-text" tooltip>Create periodic table snapshots</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/materialized-views-manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-manage"><span class="devsite-nav-text" tooltip>Manage materialized views</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/materialized-view-replicas-manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-view-replicas-manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-view-replicas-manage"><span class="devsite-nav-text" tooltip>Manage materialized view replicas</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Workload management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/slots" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slots" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slots"><span class="devsite-nav-text" tooltip>Slots</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-workload-management" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-workload-management" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-workload-management"><span class="devsite-nav-text" tooltip>Slot reservations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/slots-autoscaling-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slots-autoscaling-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slots-autoscaling-intro"><span class="devsite-nav-text" tooltip>Slots autoscaling</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use reservations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-get-started"><span class="devsite-nav-text" tooltip>Get started</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/slot-estimator" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slot-estimator" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slot-estimator"><span class="devsite-nav-text" tooltip>Estimate slot capacity requirements</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/slot-recommender" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slot-recommender" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slot-recommender"><span class="devsite-nav-text" tooltip>View slot recommendations and insights</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-commitments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-commitments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-commitments"><span class="devsite-nav-text" tooltip>Purchase and manage slot commitments</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-tasks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-tasks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-tasks"><span class="devsite-nav-text" tooltip>Work with slot reservations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-assignments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-assignments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-assignments"><span class="devsite-nav-text" tooltip>Work with reservation assignments</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Legacy reservations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-intro-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-intro-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-intro-legacy"><span class="devsite-nav-text" tooltip>Introduction to legacy reservations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-workload-management-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-workload-management-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-workload-management-legacy"><span class="devsite-nav-text" tooltip>Legacy slot reservations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-details-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-details-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-details-legacy"><span class="devsite-nav-text" tooltip>Legacy slot commitments</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-commitments-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-commitments-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-commitments-legacy"><span class="devsite-nav-text" tooltip>Purchase and manage legacy slot commitments</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-tasks-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-tasks-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-tasks-legacy"><span class="devsite-nav-text" tooltip>Work with legacy slot reservations</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage BI Engine</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bi-engine-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bi-engine-reserve-capacity" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-reserve-capacity" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-reserve-capacity"><span class="devsite-nav-text" tooltip>Reserve BI Engine capacity</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bi-engine-preferred-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-preferred-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-preferred-tables"><span class="devsite-nav-text" tooltip>Use preferred tables</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage jobs and queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/jobs-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/jobs-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/jobs-overview"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-jobs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-jobs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-jobs"><span class="devsite-nav-text" tooltip>Manage jobs</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Orchestrate jobs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/orchestrate-workloads" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/orchestrate-workloads" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/orchestrate-workloads"><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/jobs-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/jobs-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/jobs-overview"><span class="devsite-nav-text" tooltip>Jobs overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/running-jobs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/running-jobs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/running-jobs"><span class="devsite-nav-text" tooltip>Run jobs programmatically</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-jobs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-jobs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-jobs"><span class="devsite-nav-text" tooltip>Manage jobs</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/default-configuration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/default-configuration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/default-configuration"><span class="devsite-nav-text" tooltip>Manage default configurations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/query-queues" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-queues" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-queues"><span class="devsite-nav-text" tooltip>Use query queues</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Monitor workloads</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/monitoring"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/admin-resource-charts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/admin-resource-charts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/admin-resource-charts"><span class="devsite-nav-text" tooltip>Monitor resource utilization and jobs</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-monitor-listings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-monitor-listings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-monitor-listings"><span class="devsite-nav-text" tooltip>Monitor Analytics Hub listings</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bi-engine-monitor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-monitor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-monitor"><span class="devsite-nav-text" tooltip>Monitor BI Engine</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-quality-scan" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-quality-scan" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-quality-scan"><span class="devsite-nav-text" tooltip>Monitor data quality</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/dts-monitor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-monitor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-monitor"><span class="devsite-nav-text" tooltip>Monitor Data Transfer Service</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/materialized-views-monitor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-monitor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-monitor"><span class="devsite-nav-text" tooltip>Monitor materialized views</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-monitoring"><span class="devsite-nav-text" tooltip>Monitor reservations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/monitoring-dashboard" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/monitoring-dashboard" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/monitoring-dashboard"><span class="devsite-nav-text" tooltip>Dashboards, charts and alerts</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Audit workloads</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/introduction-audit-workloads" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/introduction-audit-workloads" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/introduction-audit-workloads"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/auditing-policy-tags" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/auditing-policy-tags" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/auditing-policy-tags"><span class="devsite-nav-text" tooltip>Audit policy tags</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/column-data-masking-audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-data-masking-audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-data-masking-audit-logging"><span class="devsite-nav-text" tooltip>View Data Policy audit logs</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/audit-logging"><span class="devsite-nav-text" tooltip>Data Transfer Service audit logs</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/analytics-hub-audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-audit-logging"><span class="devsite-nav-text" tooltip>Analytics Hub audit logging</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/auditlogs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/auditlogs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/auditlogs"><span class="devsite-nav-text" tooltip>BigQuery audit logs reference</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/auditlogs/migration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/auditlogs/migration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/auditlogs/migration"><span class="devsite-nav-text" tooltip>Migrate audit logs</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/biglake-audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/biglake-audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/biglake-audit-logging"><span class="devsite-nav-text" tooltip>BigLake API audit logs</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control costs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-costs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-costs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-costs"><span class="devsite-nav-text" tooltip>Estimate and control query costs</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/custom-quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/custom-quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/custom-quotas"><span class="devsite-nav-text" tooltip>Custom cost controls</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize with recommendations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/view-partition-cluster-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/view-partition-cluster-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/view-partition-cluster-recommendations"><span class="devsite-nav-text" tooltip>View cluster and partition recommendations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/apply-partition-cluster-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/apply-partition-cluster-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/apply-partition-cluster-recommendations"><span class="devsite-nav-text" tooltip>Apply cluster and partition recommendations</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Organize with labels</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/labels-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/labels-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/labels-intro"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/adding-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/adding-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/adding-labels"><span class="devsite-nav-text" tooltip>Add labels</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/viewing-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/viewing-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/viewing-labels"><span class="devsite-nav-text" tooltip>View labels</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/updating-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/updating-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/updating-labels"><span class="devsite-nav-text" tooltip>Update labels</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/filtering-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/filtering-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/filtering-labels"><span class="devsite-nav-text" tooltip>Filter using labels</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/deleting-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/deleting-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/deleting-labels"><span class="devsite-nav-text" tooltip>Delete labels</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage data quality</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-quality-scan" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-quality-scan" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-quality-scan"><span class="devsite-nav-text" tooltip>Monitor data quality with scans</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-catalog-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-catalog-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-catalog-overview"><span class="devsite-nav-text" tooltip>Data Catalog overview</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-catalog" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-catalog" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-catalog"><span class="devsite-nav-text" tooltip>Work with Data Catalog</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Govern</span> </div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-governance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-governance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-governance"><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access to resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/access-control"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/control-access-to-resources-iam" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/control-access-to-resources-iam" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/control-access-to-resources-iam"><span class="devsite-nav-text" tooltip>Control access to resources with IAM</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access with authorization</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/authorized-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authorized-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authorized-datasets"><span class="devsite-nav-text" tooltip>Authorized datasets</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/authorized-routines" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authorized-routines" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authorized-routines"><span class="devsite-nav-text" tooltip>Authorized routines</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/authorized-views" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authorized-views" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authorized-views"><span class="devsite-nav-text" tooltip>Authorized views</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/vpc-sc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vpc-sc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vpc-sc"><span class="devsite-nav-text" tooltip>Control access with VPC service controls</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/tags" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/tags" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/tags"><span class="devsite-nav-text" tooltip>Control table and dataset access with tags</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/conditions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/conditions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/conditions"><span class="devsite-nav-text" tooltip>Control access with conditions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control column and row access</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access to table columns</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/column-level-security-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-level-security-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-level-security-intro"><span class="devsite-nav-text" tooltip>Introduction to column-level access control</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/column-level-security" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-level-security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-level-security"><span class="devsite-nav-text" tooltip>Restrict access with column-level access control</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/column-level-security-writes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-level-security-writes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-level-security-writes"><span class="devsite-nav-text" tooltip>Impact on writes</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage policy tags</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-policy-tags-across-locations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-policy-tags-across-locations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-policy-tags-across-locations"><span class="devsite-nav-text" tooltip>Manage policy tags across locations</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-policy-tags" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-policy-tags" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-policy-tags"><span class="devsite-nav-text" tooltip>Best practices for using policy tags</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access to table rows</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/row-level-security-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/row-level-security-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/row-level-security-intro"><span class="devsite-nav-text" tooltip>Introduction to row-level security</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/managing-row-level-security" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-row-level-security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-row-level-security"><span class="devsite-nav-text" tooltip>Work with row-level security</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/using-row-level-security-with-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/using-row-level-security-with-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/using-row-level-security-with-features"><span class="devsite-nav-text" tooltip>Use row-level security with other BigQuery features</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/best-practices-row-level-security" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-row-level-security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-row-level-security"><span class="devsite-nav-text" tooltip>Best practices for row-level security</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Protect sensitive data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Mask data in table columns</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/column-data-masking-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-data-masking-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-data-masking-intro"><span class="devsite-nav-text" tooltip>Introduction to data masking</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/column-data-masking" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-data-masking" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-data-masking"><span class="devsite-nav-text" tooltip>Mask column data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Anonymize data with differential privacy</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/differential-privacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/differential-privacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/differential-privacy"><span class="devsite-nav-text" tooltip>Use differential privacy</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/extend-differential-privacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/extend-differential-privacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/extend-differential-privacy"><span class="devsite-nav-text" tooltip>Extend differential privacy</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/privacy-policies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/privacy-policies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/privacy-policies"><span class="devsite-nav-text" tooltip>Restrict data access using privacy policies</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/scan-with-dlp" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/scan-with-dlp" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/scan-with-dlp"><span class="devsite-nav-text" tooltip>Use Sensitive Data Protection</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage encryption</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/encryption-at-rest" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/encryption-at-rest" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/encryption-at-rest"><span class="devsite-nav-text" tooltip>Encryption at rest</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/customer-managed-encryption" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/customer-managed-encryption" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/customer-managed-encryption"><span class="devsite-nav-text" tooltip>Customer-managed encryption keys</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/column-key-encrypt" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-key-encrypt" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-key-encrypt"><span class="devsite-nav-text" tooltip>Column-level encryption with Cloud KMS</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/aead-encryption-concepts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/aead-encryption-concepts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/aead-encryption-concepts"><span class="devsite-nav-text" tooltip>AEAD encryption</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Develop</span> </div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/developer-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/developer-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/developer-overview"><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/samples"><span class="devsite-nav-text" tooltip>BigQuery code samples</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>BigQuery API basics</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/libraries-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/libraries-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/libraries-overview"><span class="devsite-nav-text" tooltip>BigQuery APIs and libraries overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Authentication</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/authentication" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authentication" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authentication"><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/authentication/getting-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authentication/getting-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authentication/getting-started"><span class="devsite-nav-text" tooltip>Get started</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/authentication/end-user-installed" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authentication/end-user-installed" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authentication/end-user-installed"><span class="devsite-nav-text" tooltip>Authenticate as an end user</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/json-web-tokens" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/json-web-tokens" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/json-web-tokens"><span class="devsite-nav-text" tooltip>Authenticate with JSON Web Tokens</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/running-jobs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/running-jobs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/running-jobs"><span class="devsite-nav-text" tooltip>Run jobs programmatically</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/paging-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/paging-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/paging-results"><span class="devsite-nav-text" tooltip>Paginate with BigQuery API</span></a></li><li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/api-performance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/api-performance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/api-performance"><span class="devsite-nav-text" tooltip>API performance tips</span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/web/20240304202651/https://cloud.google.com/bigquery/batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/batch"><span class="devsite-nav-text" tooltip>Batch requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/pandas-gbq-migration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/pandas-gbq-migration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/pandas-gbq-migration"><span class="devsite-nav-text" tooltip>Choose a Python library</span></a></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/bigquery-dataframes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-dataframes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-dataframes"><span class="devsite-nav-text" tooltip>Use BigQuery DataFrames</span></a></li> <li class="devsite-nav-item"><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/odbc-jdbc-drivers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" 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</a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/duet-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Duet AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Duet AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/products#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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/distributed-cloud-edge" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud Edge" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Google Distributed Cloud Edge </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/distributed-cloud-hosted" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Distributed Cloud Hosted" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Google Distributed Cloud Hosted </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="/web/20240304202651/https://cloud.google.com/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" 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<a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/anti-money-laundering-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anti Money Laundering 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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="/web/20240304202651/https://cloud.google.com/products/management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Management Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Management Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/shell" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Shell" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud Shell </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/cloud-console" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud console" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud console </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/iam" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cost Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/products#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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="http://web.archive.org/web/20240304202651/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="/web/20240304202651/https://cloud.google.com/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/opencue" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: OpenCue" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> OpenCue </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/products/cloud-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Migration Program (RaMP)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Rapid Migration Program (RaMP) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/dns" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud DNS" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud 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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="/web/20240304202651/https://cloud.google.com/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="/web/20240304202651/https://cloud.google.com/network-intelligence-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Intelligence Center" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Network Intelligence Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/network-tiers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Network Service Tiers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/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 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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="/web/20240304202651/https://cloud.google.com/logging" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Logging" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud Logging </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20240304202651/https://cloud.google.com/monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Monitoring" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cloud Monitoring </span> </a> </li> <li 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class="devsite-nav" depth="2" devsite-toc-embedded> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <h1 id="introduction-to-loading-data" data-text="Introduction to loading data" tabindex="-1">Introduction to loading data</h1> <p>This document provides an overview of loading data into BigQuery.</p> <h2 id="overview" data-text="Overview" tabindex="-1">Overview</h2> <p>There are several ways to ingest data into BigQuery:</p> <ul> <li>Batch load a set of data records.</li> <li>Stream individual records or batches of records.</li> <li>Use queries to generate new data and append or overwrite the results to a table.</li> <li>Use a third-party application or service.</li> </ul> <h3 id="batch_loading" data-text="Batch loading" tabindex="-1">Batch loading</h3> <p>With batch loading, you load the source data into a BigQuery table in a single batch operation. For example, the data source could be a CSV file, an external database, or a set of log files. Traditional extract, transform, and load (ETL) jobs fall into this category.</p> <p>Options for batch loading in BigQuery include the following:</p> <ul> <li><strong>Load jobs.</strong> Load data from Cloud Storage or from a local file by creating a <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/batch-loading-data">load job</a>. The records can be in Avro, CSV, JSON, ORC, or Parquet format.</li> <li><strong>SQL</strong>. The <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/standard-sql/other-statements#load_data_statement"><code translate="no" dir="ltr">LOAD DATA</code></a> SQL statement loads data from one or more files into a new or existing table. You can use the <code translate="no" dir="ltr">LOAD DATA</code> statement to load Avro, CSV, JSON, ORC, or Parquet files.</li> <li><strong>BigQuery Data Transfer Service.</strong> Use <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/dts-introduction">BigQuery Data Transfer Service</a> to automate loading data from Google Software as a Service (SaaS) apps or from third-party applications and services.</li> <li><strong>BigQuery Storage Write API.</strong> The <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api">Storage Write API</a> lets you batch-process an arbitrarily large number of records and commit them in a single atomic operation. If the commit operation fails, you can safely retry the operation. Unlike BigQuery load jobs, the Storage Write API does not require staging the data to intermediate storage such as Cloud Storage.</li> <li><strong>Other managed services.</strong> Use other managed services to export data from an external data store and import it into BigQuery. For example, you can load data from <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-firestore">Firestore exports</a>.</li> </ul> <p>When choosing a batch load method, most file-based patterns should use either <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/batch-loading-data">load job</a> or <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/standard-sql/other-statements#load_data_statement"><code translate="no" dir="ltr">LOAD DATA</code> SQL statement</a> to batch load data. Other services should generally use BigQuery Data Transfer Service or <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/load-data-google-services">export data from Google services</a>.</p> <p>Batch loading can be done as a one-time operation or on a recurring schedule. For example, you can do the following:</p> <ul> <li>You can run BigQuery Data Transfer Service transfers on a schedule.</li> <li>You can use an orchestration service such as Cloud Composer to schedule load jobs.</li> <li>You can use a cron job to load data on a schedule.</li> </ul> <h3 id="streaming" data-text="Streaming" tabindex="-1">Streaming</h3> <p>With streaming, you continually send smaller batches of data in real time, so the data is available for querying as it arrives. Options for streaming in BigQuery include the following:</p> <ul> <li><strong>Storage Write API.</strong> The <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api">Storage Write API</a> supports high-throughput streaming ingestion with exactly-once delivery semantics.</li> <li><strong>Dataflow.</strong> Use <a href="/web/20240304202651/https://cloud.google.com/dataflow/docs">Dataflow</a> with the Apache Beam SDK to set up a streaming pipeline that writes to BigQuery. For more information, see <a href="http://web.archive.org/web/20240304202651/https://beam.apache.org/documentation/io/built-in/google-bigquery">BigQuery I/O connector</a> in the Apache Beam documentation and the <a href="/web/20240304202651/https://cloud.google.com/dataflow/docs/tutorials/dataflow-stream-to-bigquery">Stream from Pub/Sub to BigQuery tutorial</a>.</li> <li><strong>Datastream.</strong> <a href="/web/20240304202651/https://cloud.google.com/datastream-for-bigquery">Datastream</a> uses BigQuery change data capture functionality and the <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api">Storage Write API</a> to replicate data and schema updates from operational databases directly into BigQuery. Follow this <a href="/web/20240304202651/https://cloud.google.com/datastream/docs/quickstart-replication-to-bigquery">quickstart</a> for an example of replicating from a Cloud SQL for PostgreSQL database into BigQuery.</li> <li><strong>BigQuery Connector for SAP.</strong> The BigQuery Connector for SAP enables near real time replication of SAP data directly into BigQuery. For more information, see the <a href="/web/20240304202651/https://cloud.google.com/solutions/sap/docs/bq-connector-for-sap-planning">BigQuery Connector for SAP planning guide</a>.</li> <li><strong>Pub/Sub.</strong> <a href="/web/20240304202651/https://cloud.google.com/pubsub/docs/overview">Pub/Sub</a> is a messaging service you can use to coordinate streaming analytics and data integration pipelines. You can use <a href="/web/20240304202651/https://cloud.google.com/pubsub/docs/bigquery">BigQuery subscriptions</a> to write messages directly to an existing BigQuery table.</li> </ul> <h3 id="generated_data" data-text="Generated data" tabindex="-1">Generated data</h3> <p>You can use SQL to generate data and store the results in BigQuery. Options for generating data include:</p> <ul> <li><p>Use <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/data-manipulation-language">data manipulation language</a> (DML) statements to perform bulk inserts into an existing table or store query results in a new table.</p></li> <li><p>Use a <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-definition-language#create_table_statement"><code translate="no" dir="ltr">CREATE TABLE ... AS</code></a> statement to create a new table from a query result.</p></li> <li><p>Run a query and save the results to a table. You can append the results to an existing table or write to a new table. For more information, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/writing-results">Writing query results</a>.</p></li> </ul> <h3 id="third-party_applications" data-text="Third-party applications" tabindex="-1">Third-party applications</h3> <p>Some third-party applications and services provide connectors that can ingest data into BigQuery. The details of how to configure and manage the ingestion pipeline depend on the application. For example, to load data from external sources to BigQuery's storage, you can use Informatica Data Loader or Fivetran Data Pipelines. For more information, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/load-data-third-party">Load data using a third-party application</a>.</p> <h2 id="choosing_a_data_ingestion_method" data-text="Choosing a data ingestion method" tabindex="-1">Choosing a data ingestion method</h2> <p>Here are some considerations to think about when you choose a data ingestion method.</p> <p><strong>Data source.</strong> The source of the data or the data format can determine whether batch loading or streaming is simpler to implement and maintain. Consider the following points:</p> <ul> <li><p>If the BigQuery Data Transfer Service supports the data source, transferring the data directly into BigQuery might be the simplest solution to implement.</p></li> <li><p>For data from third-party sources that aren't supported by the BigQuery Data Transfer Service, transform the data into a format supported by <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/batch-loading-data">batch loading</a> and use that method instead.</p></li> <li><p>If your data comes from Spark or Hadoop, consider using <a href="/web/20240304202651/https://cloud.google.com/dataproc/docs/concepts/connectors/bigquery">BigQuery connectors</a> to simplify data ingestion.</p></li> <li><p>For local files, consider batch load jobs, especially if BigQuery supports the file format without requiring a transformation or data cleansing step.</p></li> <li><p>For application data such as application events or a log stream, it might be easier to stream the data in real time, rather than implement batch loading.</p></li> </ul> <p><strong>Slow-changing versus fast-changing data.</strong> If you need to ingest and analyze data in near real time, consider streaming the data. With streaming, the data is available for querying as soon as each record arrives. Avoid using DML statements to submit large numbers of individual row updates or insertions. For frequently updated data, it's often better to stream a change log and use a view to obtain the latest results. Another option is to use Cloud SQL as your online transaction processing (OLTP) database and use federated queries to join the data in BigQuery.</p> <p>If your source data changes slowly or you don't need continuously updated results, consider using a load job. For example, if you use the data to run a daily or hourly report, load jobs can be less expensive and can use fewer system resources.</p> <p>Another scenario is data that arrives infrequently or in response to an event. In that case, consider using Dataflow to stream the data or use Cloud Functions to call the streaming API in response to a trigger.</p> <p><strong>Reliability of the solution</strong>. BigQuery has a <a href="/web/20240304202651/https://cloud.google.com/bigquery/sla">Service Level Agreement</a> (SLA). However, you also need to consider the reliability of the particular solution that you implement. Consider the following points:</p> <ul> <li>With loosely typed formats such as JSON or CSV, bad data can make an entire load job fail. Consider whether you need a data cleansing step before loading, and consider how to respond to errors. Also consider using a strongly typed format such as Avro, ORC, or Parquet.</li> <li>Periodic load jobs require scheduling, using Cloud Composer, cron, or another tool. The scheduling component could be a failure point in the solution.</li> <li>With streaming, you can check the success of each record and quickly report an error. Consider writing failed messages to an unprocessed messages queue for later analysis and processing. For more information about BigQuery streaming errors, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/error-messages#streaming">Troubleshooting streaming inserts</a>.</li> <li>Streaming and load jobs are subject to <a href="/web/20240304202651/https://cloud.google.com/bigquery/quotas">quotas</a>. For information about how to handle quota errors, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/troubleshoot-quotas">Troubleshooting BigQuery quota errors</a>.</li> <li>Third-party solutions might differ in configurability, reliability, ordering guarantees, and other factors, so consider these before adopting a solution.</li> </ul> <p><strong>Latency.</strong> Consider how much data you load and how soon you need the data to be available. Streaming offers the lowest latency of data being available for analysis. Periodic load jobs have a higher latency, because new data is only available after each load job finishes.</p> <p>Load jobs use a shared pool of <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/slots">slots</a> by default. A load job might wait in a pending state until slots are available, especially if you load a very large amount of data. If that creates unacceptable wait times, you can purchase dedicated slots, instead of using the shared slot pool. For more information, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reservations-intro">Introduction to Reservations</a>.</p> <p>Query performance for external data sources might not be as high as query performance for data stored in BigQuery. If minimizing query latency is important, then we recommend loading the data into BigQuery.</p> <p><strong>Data ingestion format</strong>. Choose a data ingestion format based on the following factors:</p> <ul> <li><p><strong>Schema support.</strong> Avro, ORC, Parquet, and Firestore exports are self-describing formats. BigQuery creates the table schema automatically based on the source data. For JSON and CSV data, you can provide an explicit schema, or you can use <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/schema-detect">schema auto-detection</a>.</p></li> <li><p><strong>Flat data or nested and repeated fields.</strong> Avro, CSV, JSON, ORC, and Parquet all support flat data. Avro, JSON, ORC, Parquet, and Firestore exports also support data with nested and repeated fields. Nested and repeated data is useful for expressing hierarchical data. Nested and repeated fields also reduce data duplication when <a href="#loading_nested_and_repeated_data">loading the data</a>.</p></li> <li><p><strong>Embedded newlines.</strong> When you are loading data from JSON files, the rows must be newline delimited. BigQuery expects newline-delimited JSON files to contain a single record per line.</p></li> <li><p><strong>Encoding.</strong> BigQuery supports UTF-8 encoding for both nested or repeated and flat data. BigQuery supports ISO-8859-1 encoding for flat data only for CSV files.</p></li> </ul> <h2 id="load_nested_and_repeated_data" data-text="Load nested and repeated data" tabindex="-1">Load nested and repeated data</h2> <p>You can load data into nested and repeated fields in the following data formats:</p> <ul> <li>Avro</li> <li>JSON (newline delimited)</li> <li>ORC</li> <li>Parquet</li> <li>Datastore exports</li> <li>Firestore exports</li> </ul> <p>For information about specifying nested and repeated fields in your schema when you're loading data, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/nested-repeated">Specifying nested and repeated fields</a>.</p> <h2 id="load_data_from_other_google_services" data-text="Load data from other Google services" tabindex="-1">Load data from other Google services</h2> <p>Some Google services export data to BigQuery using scheduled queries, exports, or transfers. For more information about services that support exports to BigQuery, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/load-data-google-services">Load data from Google services</a>.</p> <p>Other Google services support data exports initiated from BigQuery Data Transfer Service. For more information about services that support exports initiated by BigQuery Data Transfer Service, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/dts-introduction">BigQuery Data Transfer Service</a>.</p> <h2 id="quota" data-text="Quota" tabindex="-1">Quota</h2> <p>For information about quotas, see the following sections:</p> <ul> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/quotas#load_jobs">Load jobs quota</a>.</li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/quotas#write-api-limits">BigQuery Storage Write API quota</a>.</li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/quotas#streaming_inserts">Streaming inserts quota</a>.</li> </ul> <h2 id="alternatives_to_loading_data" data-text="Alternatives to loading data" tabindex="-1">Alternatives to loading data</h2> <p>You don't need to load data before running queries in the following situations:</p> <dl> <dt>Public datasets</dt> <dd>Public datasets are datasets stored in BigQuery and shared with the public. For more information, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/public-data">BigQuery public datasets</a>.</dd> <dt>Shared datasets</dt> <dd>You can share datasets stored in BigQuery. If someone has shared a dataset with you, you can run queries on that dataset without loading the data.</dd> <dt>External data sources</dt> <dd>BigQuery can run queries on certain forms of external data, without loading the data into BigQuery storage. This approach lets you take advantage of the analytic capabilities of BigQuery without moving data that is stored elsewhere. For information about the benefits and limitations of this approach, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/external-data-sources">external data sources</a>.</dd> <dt>Logging files</dt> <dd>Cloud Logging provides an option to export log files into BigQuery. See <a href="/web/20240304202651/https://cloud.google.com/logging/docs/export/configure_export">Configure and manage sinks</a> for more information.</dd> </dl> <aside class="note"><strong>Note:</strong><span> Loading data into BigQuery from Google Drive is not currently supported, but you can query data in Drive by using an <a href="/web/20240304202651/https://cloud.google.com/bigquery/external-data-drive">external table</a>.</span></aside> <h2 id="monitor-load-jobs" data-text="Monitor usage of load jobs" tabindex="-1">Monitor usage of load jobs</h2> <p>You can monitor usage of load jobs using the following two ways:</p> <ul> <li><p><strong>Use Cloud Monitoring.</strong> For more information, see <a href="/web/20240304202651/https://cloud.google.com/monitoring/api/metrics_gcp#gcp-bigquery" track-type="article" track-name="internalLink" track-metadata-position="body">BigQuery metrics</a>. Specifically, you can monitor the amount of data and number of rows uploaded to a specific table. If your load jobs upload data to a specific table, this can be a proxy for monitoring load job upload data usage.</p></li> <li><p><strong>Use <code translate="no" dir="ltr">INFORMATION_SCHEMA.JOBS_BY_PROJECT</code>.</strong> You can use the <code translate="no" dir="ltr">INFORMATION_SCHEMA.JOBS_BY_PROJECT</code> view to <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/information-schema-jobs#load-job-quota">get the number of load jobs per table per day</a>.</p></li> </ul> <h2 id="example_use_case" data-text="Example use case" tabindex="-1">Example use case</h2> <p>The following examples explain the methods to use based on your use case and how to use them with other data analytics solutions.</p> <h3 id="example-stream-storage-api" data-text="Stream data using Storage Write API" tabindex="-1">Stream data using Storage Write API</h3> <p>Suppose that there is a pipeline processing event data from endpoint logs. Events are generated continuously and need to be available for querying in BigQuery as soon as possible. As data freshness is paramount for this use case, the <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api" track-type="article" track-name="internalLink" track-metadata-position="body">Storage Write API</a> is the best choice to ingest data into BigQuery. A <a href="/web/20240304202651/https://cloud.google.com/dataflow/docs/guides/templates/provided-streaming" track-type="article" track-name="internalLink" track-metadata-position="body">recommended architecture</a> to keep these endpoints lean is sending events to Pub/Sub, from where they are consumed by a streaming Dataflow pipeline which directly streams to BigQuery.</p> <p>A primary reliability concern for this architecture is how to deal with failing to insert a record into BigQuery. If each record is important and cannot be lost, data needs to be buffered before attempting to insert. In the recommended architecture above, Pub/Sub can play the role of a buffer with its message retention capabilities. The Dataflow pipeline should be configured to retry BigQuery streaming inserts with <a href="http://web.archive.org/web/20240304202651/https://en.wikipedia.org/wiki/Exponential_backoff" target="external" track-type="article" track-name="externalLink" track-metadata-position="body" class="external">truncated exponential backoff</a>. After the capacity of Pub/Sub as a buffer is exhausted, for example in the case of prolonged unavailability of BigQuery or a network failure, data needs to be persisted on the client and the client needs a mechanism to resume inserting persisted records once availability is restored. For more information about how to handle this situation, see the <a href="http://web.archive.org/web/20240304202651/https://medium.com/google-cloud/google-cloud-pub-sub-reliability-user-guide-part-1-publishing-12577b9069fd">Google Pub/Sub Reliability Guide</a> blog post.</p> <p>Another failure case to handle is that of a <em>poison record</em>. A poison record is either a record rejected by BigQuery because the record fails to insert with a non-retryable error or a record that has not been successfully inserted after the maximum number of retries. Both types of records should be stored in a "<a href="/web/20240304202651/https://cloud.google.com/pubsub/docs/handling-failures#dead_letter_topic" track-type="article" track-name="internalLink" track-metadata-position="body">dead letter queue</a>" by the Dataflow pipeline for further investigation.</p> <p>If exactly-once semantics are required, create a write stream in <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api-streaming#exactly-once" track-type="article" track-name="internalLink" track-metadata-position="body">committed type</a>, with record offsets provided by the client. This avoids duplicates, as the write operation is only performed if the offset value matches the next append offset. Not providing an offset means records are appended to the current end of the stream and retrying a failed append could result in the record appearing more than once in the stream.</p> <p>If exactly-once guarantees are not required, <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api#default_stream" track-type="article" track-name="internalLink" track-metadata-position="body">writing to the default stream</a> allows for a higher throughput and also does not count against the <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api#quotas" track-type="article" track-name="internalLink" track-metadata-position="body">quota limit</a> on creating write streams.</p> <p><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/write-api#calculate-throughput">Estimate the throughput of your network</a> and ensure in advance that you have an adequate quota to serve the throughput.</p> <p>If your workload is generating or processing data at a very uneven rate, then try to smooth out any load spikes on the client and stream into BigQuery with a constant throughput. This can simplify your capacity planning. If that is not possible, ensure you are prepared to handle <code translate="no" dir="ltr">429</code> (resource exhausted) errors if and when your throughput goes over quota during short spikes.</p> <h3 id="batch_data_processing" data-text="Batch data processing" tabindex="-1">Batch data processing</h3> <p>Suppose there is a nightly batch processing pipeline that needs to be completed by a fixed deadline. Data needs to be available by this deadline for further processing by another batch process to generate reports to be sent to a regulator. This use case is common in regulated industries such as finance.</p> <p><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/batch-loading-data">Batch loading of data with load jobs</a> is the right approach for this use case because latency is not a concern provided the deadline can be met. Ensure your Cloud Storage buckets <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/batch-loading-data#data-locations">meet the location requirements</a> for loading data into the BigQuery dataset.</p> <p>The result of a BigQuery load job is atomic; either all records get inserted or none do. As a best practice, when inserting all data in a single load job, create a new table by using the <code translate="no" dir="ltr">WRITE_TRUNCATE</code> disposition of the <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/reference/rest/v2/Job#jobconfigurationquery"><code translate="no" dir="ltr">JobConfigurationLoad</code></a> resource. This is important when retrying a failed load job, as the client might not be able to distinguish between jobs that have failed and the failure caused by for example in communicating the success state back to the client.</p> <p>Assuming data to be ingested has been successfully copied to Cloud Storage already, retrying with exponential backoff is sufficient to address ingestion failures.</p> <p>It's recommended that a nightly batch job doesn't hit the <a href="/web/20240304202651/https://cloud.google.com/bigquery/quotas#load_jobs" track-type="article" track-name="internalLink" track-metadata-position="body">default quota</a> of 1,500 loads per table per day even with retries. When loading data incrementally, the default quota is sufficient for running a load job every 5 minutes and have unconsumed quota for at least 1 retry per job on average.</p> <h2 id="whats_next" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li><p>To learn how to load data from Cloud Storage into BigQuery, see the documentation for your data format:</p> <ul> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-avro">Avro</a></li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-csv">CSV</a></li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-json">JSON</a></li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-orc">ORC</a></li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-parquet">Parquet</a></li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-datastore">Datastore exports</a></li> <li><a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/loading-data-cloud-firestore">Firestore exports</a></li> </ul></li> <li><p>To learn how to load data from a local file, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/batch-loading-data#loading_data_from_local_files">Loading data from local files</a>.</p></li> <li><p>For information about streaming data, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/streaming-data-into-bigquery">Streaming data into BigQuery</a>.</p></li> <li><p>To learn how to connect BigQuery to Databricks, see <a href="/web/20240304202651/https://cloud.google.com/bigquery/docs/connect-databricks">Connect Databricks to BigQuery</a></p></li> </ul> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="BigQuery" product-id="81912" bucket="docs" context="" version="t-devsite-webserver-20240222-r00-rc00.458764048196598233" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=187149&template=0" project-icon="https://www.gstatic.com/devrel-devsite/prod/v50a9748f336f0601961fb23638b43fbbc8f87f50f5f0aa83e2751247a72fbd3b/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/bigquery/docs/getting-support" feedback-type="thumb-rating"> <button> Send feedback </button> </devsite-feedback> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="http://web.archive.org/web/20240304202651/https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="http://web.archive.org/web/20240304202651/https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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