BigQuery: Cloud Data Warehouse

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products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforanthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Anthos </div> <div class="devsite-nav-item-description"> Tool to move workloads and existing applications to GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products/operations" track-type="nav" track-name="operations" track-metadata-eventdetail="https://cloud.google.com/products/operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#stackdriver" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Operations </div> <div class="devsite-nav-item-description"> Monitoring, logging, and application performance suite. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/build" track-type="nav" track-name="cloud build" track-metadata-eventdetail="https://cloud.google.com/build" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudbuild" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Build </div> <div class="devsite-nav-item-description"> Service for executing builds on Google Cloud infrastructure. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/traffic-director" track-type="nav" track-name="traffic director" track-metadata-eventdetail="https://cloud.google.com/traffic-director" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#trafficdirector" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Traffic Director </div> <div class="devsite-nav-item-description"> Traffic control pane and management for open service mesh. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/apigee" track-type="nav" track-name="apigee api management" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#apigeeapiplatform" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> API management, development, and security platform. </div> </a> </li> </ul> </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>Internet of Things</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/iot-core" track-type="nav" track-name="cloud iot core" track-metadata-eventdetail="https://cloud.google.com/iot-core" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="internet of things" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudiotcore" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud IoT Core </div> <div class="devsite-nav-item-description"> IoT device management, integration, and connection service. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/edge-tpu" track-type="nav" track-name="edge tpu" track-metadata-eventdetail="https://cloud.google.com/edge-tpu" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="internet of things" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudiotedge" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Edge TPU </div> <div class="devsite-nav-item-description"> ASIC designed to run ML inference and AI at the edge. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products/management" track-type="nav" track-name="management tools" track-metadata-eventdetail="https://cloud.google.com/products/management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/_static/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="https://web.archive.org/web/20210811205355/https://cloud.google.com/shell" track-type="nav" track-name="cloud shell" track-metadata-eventdetail="https://cloud.google.com/shell" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudshell" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Shell </div> <div class="devsite-nav-item-description"> Interactive shell environment with a built-in command line. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/cloud-console" track-type="nav" track-name="cloud console" track-metadata-eventdetail="https://cloud.google.com/cloud-console" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Console </div> <div class="devsite-nav-item-description"> Web-based interface for managing and monitoring cloud apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/console-app" track-type="nav" track-name="cloud mobile app" track-metadata-eventdetail="https://cloud.google.com/console-app" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Mobile App </div> <div class="devsite-nav-item-description"> App to manage Google Cloud services from your mobile device. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/apis" track-type="nav" track-name="cloud apis" track-metadata-eventdetail="https://cloud.google.com/apis" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudapis" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud APIs </div> <div class="devsite-nav-item-description"> Programmatic interfaces for Google Cloud services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/private-catalog" track-type="nav" track-name="private catalog" track-metadata-eventdetail="https://cloud.google.com/private-catalog" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Private Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/cost-management" track-type="nav" track-name="cost management" track-metadata-eventdetail="https://cloud.google.com/cost-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing.png" srcset="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_36.png 36w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_48.png 48w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_72.png 72w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_96.png 96w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_480.png 480w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/billing_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cost Management </div> <div class="devsite-nav-item-description"> Tools for monitoring, controlling, and optimizing your costs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/active-assist" track-type="nav" track-name="intelligent management" track-metadata-eventdetail="https://cloud.google.com/solutions/active-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Intelligent Management </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 "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/docs/terraform" track-type="nav" track-name="terraform on google cloud" track-metadata-eventdetail="https://cloud.google.com/docs/terraform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Terraform on Google Cloud </div> <div class="devsite-nav-item-description"> Open source tool to provision Google Cloud resources with declarative configuration files. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/config-connector" track-type="nav" track-name="config connector" track-metadata-eventdetail="https://cloud.google.com/config-connector" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <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> </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 and Gaming</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/game-servers" track-type="nav" track-name="game servers" track-metadata-eventdetail="https://cloud.google.com/game-servers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudgameservers" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Game Servers </div> <div class="devsite-nav-item-description"> Game server management service running on Google Kubernetes Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/opencue" track-type="nav" track-name="opencue" track-metadata-eventdetail="https://cloud.google.com/opencue" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210811205355im_/https://cloud.google.com/images/navigation/products/opencue_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> OpenCue </div> <div class="devsite-nav-item-description"> Open source render manager for visual effects and animation. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products/cloud-migration" track-type="nav" track-name="migration" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/application-migration" track-type="nav" track-name="application migration" track-metadata-eventdetail="https://cloud.google.com/solutions/application-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/application-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> App migration to the cloud for low-cost refresh cycles. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/transfer" track-type="nav" track-name="bigquery data transfer service" track-metadata-eventdetail="https://cloud.google.com/bigquery/transfer" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#bigquery" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BigQuery Data Transfer Service </div> <div class="devsite-nav-item-description"> Data import service for scheduling and moving data into BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/foundation-toolkit" track-type="nav" track-name="cloud foundation toolkit" track-metadata-eventdetail="https://cloud.google.com/foundation-toolkit" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Foundation Toolkit </div> <div class="devsite-nav-item-description"> Reference templates for Deployment Manager and Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/database-migration" track-type="nav" track-name="database migration service" track-metadata-eventdetail="https://cloud.google.com/database-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/database-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/migrate/anthos" track-type="nav" track-name="migrate for anthos" track-metadata-eventdetail="https://cloud.google.com/migrate/anthos" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforanthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Anthos </div> <div class="devsite-nav-item-description"> Components for migrating VMs into system containers on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/migrate/compute-engine" track-type="nav" track-name="migrate for compute engine" track-metadata-eventdetail="https://cloud.google.com/migrate/compute-engine" track-metadata-position="nav - 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products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Intelligent Operations </div> <div class="devsite-nav-item-description"> Tools for easily optimizing performance, security, and cost. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products/security-and-identity" track-type="nav" track-name="security and identity" track-metadata-eventdetail="https://cloud.google.com/products/security-and-identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Security and Identity </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/iam" track-type="nav" track-name="cloud iam" track-metadata-eventdetail="https://cloud.google.com/iam" track-metadata-position="nav - 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products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#securitykeyenforcement" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Titan Security Key </div> <div class="devsite-nav-item-description"> Two-factor authentication device for user account protection. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/secret-manager" track-type="nav" track-name="secret manager" track-metadata-eventdetail="https://cloud.google.com/secret-manager" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/images/navigation/products/secret-manager.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Secret Manager </div> <div class="devsite-nav-item-description"> Store API keys, passwords, certificates, and other sensitive data. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/beyondcorp-enterprise" track-type="nav" track-name="beyondcorp enterprise" track-metadata-eventdetail="https://cloud.google.com/beyondcorp-enterprise" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/images/navigation/products/beyond-corp.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BeyondCorp Enterprise </div> <div class="devsite-nav-item-description"> Zero trust solution for secure application and resource access. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for? </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products#security-and-identity" track-type="nav" track-name="see all security and identity products" track-metadata-eventdetail="https://cloud.google.com/products#security-and-identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-title"> See all security and identity products </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/serverless" track-type="nav" track-name="serverless computing" track-metadata-eventdetail="https://cloud.google.com/serverless" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Serverless Computing </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/run" track-type="nav" track-name="cloud run" track-metadata-eventdetail="https://cloud.google.com/run" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudrun" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Run </div> <div class="devsite-nav-item-description"> Fully managed environment for running containerized apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/functions" track-type="nav" track-name="cloud functions" track-metadata-eventdetail="https://cloud.google.com/functions" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudfunctions" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Functions </div> <div class="devsite-nav-item-description"> Platform for creating functions that respond to cloud events. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/appengine" track-type="nav" track-name="app engine" track-metadata-eventdetail="https://cloud.google.com/appengine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#appengine" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> App Engine </div> <div class="devsite-nav-item-description"> Serverless application platform for apps and back ends. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/workflows" track-type="nav" track-name="workflows" track-metadata-eventdetail="https://cloud.google.com/workflows" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#workflows" srcset="" sizes="100vw" loading="lazy"> </div> <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> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products/storage" track-type="nav" track-name="storage" track-metadata-eventdetail="https://cloud.google.com/products/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Storage </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products/storage" track-type="nav" track-name="all storage products" track-metadata-eventdetail="https://cloud.google.com/products/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/all-storage-products.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> All Storage Products </div> <div class="devsite-nav-item-description"> Cloud-based storage services for your business. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/storage" track-type="nav" track-name="cloud storage" track-metadata-eventdetail="https://cloud.google.com/storage" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudstorage" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Storage </div> <div class="devsite-nav-item-description"> Object storage that’s secure, durable, and scalable. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/filestore" track-type="nav" track-name="filestore" track-metadata-eventdetail="https://cloud.google.com/filestore" track-metadata-position="nav - 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<span class="devsite-nav-text" tooltip> Business Continuity </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/solutions/business-innovation" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Digital Innovation" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="digitalInnovation"> <span class="devsite-nav-text" tooltip> Digital Innovation </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/solutions/operational-efficiency" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operational Efficiency" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operationalEfficiency"> <span class="devsite-nav-text" tooltip> Operational Efficiency </span> </a> </li> <li 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track-name="rapidAssessment&MigrationProgram(ramp)"> <span class="devsite-nav-text" tooltip> Rapid Assessment & Migration Program (RAMP) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/solutions/backup-dr" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Backup and Disaster Recovery" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="backupAndDisasterRecovery"> <span class="devsite-nav-text" tooltip> Backup and Disaster Recovery </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://workspace.google.com/enterprise/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Productivity and Collaboration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="productivityAndCollaboration"> <span class="devsite-nav-text" tooltip> Productivity and Collaboration </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://workspace.google.com/solutions/enterprise/?enterprise-benefits_activeEl=connect" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleWorkspace"> <span class="devsite-nav-text" tooltip> Google Workspace </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205355/https://workspace.google.com/essentials/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Workspace Essentials" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" 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track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleCloudMarketplaceForAnthos"> <span class="devsite-nav-text" tooltip> Google Cloud Marketplace for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/migrate/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operations"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/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" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/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" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/apigee" 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class="devsite-nav-text" tooltip> Cloud Mobile App </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/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" track-name="cloudApis"> <span class="devsite-nav-text" tooltip> Cloud APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/private-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Private Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="privateCatalog"> <span class="devsite-nav-text" tooltip> Private Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="costManagement"> <span class="devsite-nav-text" tooltip> Cost Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Intelligent Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="intelligentManagement"> <span class="devsite-nav-text" tooltip> Intelligent Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/docs/terraform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: 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track-name="migration"> <span class="devsite-nav-text" tooltip> Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationMigration"> <span class="devsite-nav-text" tooltip> Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/bigquery/transfer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery Data Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigqueryDataTransferService"> <span class="devsite-nav-text" tooltip> BigQuery Data Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/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" track-name="cloudFoundationToolkit"> <span class="devsite-nav-text" tooltip> Cloud Foundation Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigrationService"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a 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class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Assessment & Migration Program (RAMP)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="rapidAssessment&MigrationProgram(ramp)"> <span class="devsite-nav-text" tooltip> Rapid Assessment & Migration Program (RAMP) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/transfer-appliance" 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" track-name="transferAppliance"> <span class="devsite-nav-text" tooltip> Transfer Appliance </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/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" track-name="storageTransferService"> <span class="devsite-nav-text" tooltip> Storage Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="vmwareEngine"> <span class="devsite-nav-text" tooltip> VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networking"> <span class="devsite-nav-text" tooltip> Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudArmor"> <span class="devsite-nav-text" tooltip> Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCdn"> <span class="devsite-nav-text" tooltip> Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a 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data-label="Responsive Tab: Cloud NAT" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudNat"> <span class="devsite-nav-text" tooltip> Cloud NAT </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/hybrid-connectivity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid Connectivity" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridConnectivity"> <span class="devsite-nav-text" tooltip> Hybrid Connectivity </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/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" track-name="networkConnectivityCenter"> <span class="devsite-nav-text" tooltip> Network Connectivity Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/network-intelligence-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Intelligence Center" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkIntelligenceCenter"> <span class="devsite-nav-text" tooltip> Network Intelligence Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/network-tiers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkServiceTiers"> <span class="devsite-nav-text" tooltip> Network Service Tiers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/https://cloud.google.com/network-telemetry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Telemetry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkTelemetry"> <span class="devsite-nav-text" tooltip> Network Telemetry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205355/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" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a 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</div> <div class="hero-module__content cws-grid__col--span-8"> <div class="cws-spacer-4--bottom"> <h1 class="cws-headline--headline-3" id="bigquery" data-text=" BigQuery "> BigQuery </h1> </div> <div class="cws-spacer-3--bottom"> <div class="cws-body--large cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Serverless, highly scalable, and cost-effective multicloud data warehouse designed for business agility.</p> <p>New customers get $300 in free credits to spend on Google Cloud during the first 90 days. All customers get 10 GB storage and up to 1 TB queries/month, completely free of charge.</p> </div> </div> <div class="hero-module__button-wrapper"> <div class="hero-module__buttons cws-button__set"> <a class="cws-button cws-button--high-emphasis" href="https://web.archive.org/web/20210811205355/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try bigquery free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try BigQuery free </a> <a class="cws-button cws-button--medium-emphasis" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/contact" track-name="contact sales" track-type="button" track-metadata-eventdetail="cloud.google.com/contact" track-metadata-modifier="medium-emphasis"> Contact sales </a> </div> </div> <ul class="hero-module__checkmarks cws-spacer-3--top cws-spacer-3--bottom"> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210811205355im_/https://cloud.google.com/bigquery#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Democratize insights with a secure and scalable platform with built-in machine learning</p> </div> </li> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210811205355im_/https://cloud.google.com/bigquery#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Power business decisions from data across clouds with a flexible, multicloud analytics solution</p> </div> </li> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210811205355im_/https://cloud.google.com/bigquery#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Run analytics at scale with 26%–34% lower three-year TCO than <a href="https://web.archive.org/web/20210811205355/https://services.google.com/fh/files/blogs/esg_economic_validation_google_bigquery_vs_cloud-based-edws-september_2019.pdf" target="_blank" rel="noopener" class="cws-link" track-name="cloud data warehouse alternatives" track-type="inline link" track-metadata-eventdetail="services.google.com/fh/files/blogs/esg_economic_validation_google_bigquery_vs_cloud-based-edws-september_2019.pdf" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="bigquery">cloud data warehouse alternatives</a> </p> </div> </li> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210811205355im_/https://cloud.google.com/bigquery#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Analyze petabytes of data using ANSI SQL at blazing-fast speeds, with zero operational overhead</p> </div> </li> </ul> </div> <div class="hero-module__right-rail cws-grid__col--span-4"> <div class="cloud-card cloud-card--no-hover cws-elevation--1"> <a href="https://web.archive.org/web/20210811205355/https://www.youtube.com/watch?v=CFw4peH2UwU&vl=en" class="lb" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="CFw4peH2UwU" track-name="learn bigquery in a minute including how it works and common use cases" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="bigquery" track-metadata-child_eyebrow="video"> <div class="cloud-card__media cloud-card__video"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/7X8aFvu6Ij0Kl-swpPsumEcsln-9mhSHmxE4BTvbgsKUkKzaU1GdGcPx4Ehl2wUONLcOl8RszHw=e14-rw-lo-sc0xffffff-h340-w600 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/7X8aFvu6Ij0Kl-swpPsumEcsln-9mhSHmxE4BTvbgsKUkKzaU1GdGcPx4Ehl2wUONLcOl8RszHw=e14-rw-lo-sc0xffffff-h680-w1200 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/7X8aFvu6Ij0Kl-swpPsumEcsln-9mhSHmxE4BTvbgsKUkKzaU1GdGcPx4Ehl2wUONLcOl8RszHw=e14-rj-sc0xffffff-h340-w600 1x, 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cloud-chip--overlay"> 01:26 </span> </div> </a> <a class="cloud-card__card-link cloud-card__card-link--video lb" href="https://web.archive.org/web/20210811205355/https://www.youtube.com/watch?v=CFw4peH2UwU&vl=en" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="CFw4peH2UwU" track-name="learn bigquery in a minute including how it works and common use cases" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="bigquery" track-metadata-child_eyebrow="video"> <div class="cloud-card__content" style=""> <p class="cws-label cloud-card__eyebrow">VIDEO</p> <p class="cloud-card__headline cws-headline--headline-6">Learn BigQuery in a minute, including how it works and common use cases</p> </div> </a> </div> </div> </div> </div> <div class="product-template__benefits"> <div class="cloud-jump-section" data-cloud-main-text="Benefits"> <p class="cws-label" style="margin-bottom: 16px;">Benefits</p> <style> .benefit-module__headline { margin: 0 0 16px; } .benefit-module__copy-block { border: 1px solid #dbdce0; padding: 36px; } @media(max-width: 767px) { .benefit-module__copy-block { padding: 0 24px; } .benefit-module__copy-block .cloud-copy__text { margin: 24px 0; } } </style> <div class="benefits-module cloud-copy" track-metadata-module="benefits"> <div class="benefit-module__copy-block cws-grid"> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="gain-insights-with-real-time-and-predictive-analytics" data-text="Gain insights with real-time and predictive analytics">Gain insights with real-time and predictive analytics</h4> </div> <span class="cws-body richtext"> <p>Query streaming data in real time and get up-to-date information on all your business processes. Predict business outcomes easily with built-in machine learning–without the need to move data.</p> </span> </div> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="access-data-and-share-insights-with-ease" data-text="Access data and share insights with ease">Access data and share insights with ease</h4> </div> <span class="cws-body richtext"> <p>Securely access and share analytical insights in your organization with a few clicks. Easily create stunning reports and dashboards using popular business intelligence tools, out of the box.</p> </span> </div> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="protect-your-data-and-operate-with-trust" data-text="Protect your data and operate with trust">Protect your data and operate with trust</h4> </div> <span class="cws-body richtext"> <p>Rely on BigQuery’s robust security, governance, and reliability controls that offer high availability and a 99.99% uptime SLA. Protect your data with encryption by default and customer-managed encryption keys.</p> </span> </div> </div> </div> </div> </div> </section> <section class="module-section">  </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Key features"> <p class="cws-label" style="margin-bottom: 16px;">Key features</p> <style> .key-features-module__eyebrow { margin-bottom: 8px; } .key-features-module__key-feature { margin-bottom: 40px; } .key-features-module__key-feature:last-of-type { margin-bottom: 24px; } </style> <div class="key-features-module" track-metadata-module="key features" track-metadata-module_headline="key features"> <div class="cws-grid"> <div class="key-features-module__headline cws-spacer-4--bottom cws-grid__col--span-8"> <h3 class="cws-headline--headline-4" id="key-features" data-text=" Key features "> Key features </h3> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="bigquery-ml" data-text="BigQuery ML">BigQuery ML</h5> <span class="cws-body richtext"> <p> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery-ml/docs/" class="cws-link" track-name="bigquery ml" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery-ml/docs/" track-metadata-module="key features" track-metadata-module_headline="key features">BigQuery ML</a> enables data scientists and data analysts to build and operationalize ML models on planet-scale structured or semi-structured data, directly inside BigQuery, using simple SQL—in a fraction of the time. Export BigQuery ML models for online prediction into Vertex AI or your own serving layer. Learn more about the <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery-ml/docs/bigqueryml-intro#supported_models_in" class="cws-link" track-name="models we currently support" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery-ml/docs/bigqueryml-intro" track-metadata-module="key features" track-metadata-module_headline="key features">models we currently support</a>. </p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="bigquery-omni" data-text="BigQuery Omni">BigQuery Omni</h5> <span class="cws-body richtext"> <p> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/introducing-bigquery-omni" class="cws-link" track-name="bigquery omni" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/introducing-bigquery-omni" track-metadata-module="key features" track-metadata-module_headline="key features">BigQuery Omni</a> (Preview) is a flexible, fully managed, multicloud analytics solution that allows you to analyze data across clouds such as AWS and <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/google-cloud-announces-new-data-cloud-products" class="cws-link" track-name="azure" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/google-cloud-announces-new-data-cloud-products" track-metadata-module="key features" track-metadata-module_headline="key features">Azure</a>. Use standard SQL and BigQuery’s familiar interface to quickly answer questions and share results from a single pane of glass across your datasets. Complete this <a href="https://web.archive.org/web/20210811205355/https://docs.google.com/forms/d/e/1FAIpQLSff3MG6wKeqL3TDzwwb5nCmYwwBsRmGdscplHL237l7z7ItAw/viewform" class="cws-link" target="_blank" rel="noopener" track-name="form" track-type="inline link" track-metadata-eventdetail="docs.google.com/forms/d/e/1FAIpQLSff3MG6wKeqL3TDzwwb5nCmYwwBsRmGdscplHL237l7z7ItAw/viewform" track-metadata-module="key features" track-metadata-module_headline="key features">form</a> to learn more.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="bigquery-bi-engine" data-text="BigQuery BI Engine">BigQuery BI Engine</h5> <span class="cws-body richtext"> <p> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bi-engine/docs" class="cws-link" track-name="bigquery bi engine" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bi-engine/docs" track-metadata-module="key features" track-metadata-module_headline="key features">BigQuery BI Engine</a> is an in-memory analysis service built into BigQuery that enables users to analyze large and complex datasets interactively with sub-second query response time and high concurrency. BI Engine natively integrates with Google’s <a href="https://web.archive.org/web/20210811205355/https://datastudio.google.com/overview" class="cws-link" target="_blank" rel="noopener" track-name="data studio" track-type="inline link" track-metadata-eventdetail="datastudio.google.com/overview" track-metadata-module="key features" track-metadata-module_headline="key features">Data Studio</a>, and <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/bigquery-bi-engine-extends-integration-for-any-bi-solution" class="cws-link" track-name="now in preview" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/bigquery-bi-engine-extends-integration-for-any-bi-solution" track-metadata-module="key features" track-metadata-module_headline="key features">now in preview</a>, to <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bi-engine/docs/getting-started-sql-looker" class="cws-link" track-name="looker" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bi-engine/docs/getting-started-sql-looker" track-metadata-module="key features" track-metadata-module_headline="key features">Looker</a>, <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/connected-sheets" class="cws-link" track-name="connected sheets" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/connected-sheets" track-metadata-module="key features" track-metadata-module_headline="key features">Connected Sheets,</a> and all our BI partners solutions via ODBC/JDBC. Learn more and <a href="https://web.archive.org/web/20210811205355/https://docs.google.com/forms/d/1x3BzNzPL0fhp_e7JxUg5URRvGWEdrjvIGHycvxvRK_k/edit" class="cws-link" target="_blank" rel="noopener" track-name="enroll in bi engines preview" track-type="inline link" track-metadata-eventdetail="docs.google.com/forms/d/1x3BzNzPL0fhp_e7JxUg5URRvGWEdrjvIGHycvxvRK_k/edit" track-metadata-module="key features" track-metadata-module_headline="key features">enroll in BI Engine’s preview</a><a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/bigquery-bi-engine-extends-integration-for-any-bi-solution" class="cws-link" track-name="" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/bigquery-bi-engine-extends-integration-for-any-bi-solution" track-metadata-module="key features" track-metadata-module_headline="key features">.</a> </p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="bigquery-gis" data-text="BigQuery GIS">BigQuery GIS</h5> <span class="cws-body richtext"> <p> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/gis-intro" class="cws-link" track-name="bigquery gis" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/gis-intro" track-metadata-module="key features" track-metadata-module_headline="key features">BigQuery GIS</a> uniquely combines the serverless architecture of BigQuery with native support for geospatial analysis, so you can augment your analytics workflows with location intelligence. Simplify your analyses, see spatial data in fresh ways, and unlock entirely new lines of business with support for arbitrary points, lines, polygons, and multi-polygons in common geospatial data formats.</p> </span> </div> <a class="cws-button cws-button--low-emphasis cws-button--align-left cloud-smooth-scroll" href="#all-features" track-name="view all features" track-type="button" track-metadata-eventdetail="cloud.google.com" track-metadata-modifier="low-emphasis"> View all features </a> </div> <div class="key-features-module__right-rail cws-grid__col--span-4"> <div class="cloud-card cloud-card--no-hover cws-elevation--1"> <a href="https://web.archive.org/web/20210811205355/https://www.youtube.com/watch?v=4cD_08g-USw" class="lb" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="4cD_08g-USw" track-name="demo showcasing how to use advanced analytics in bigquery to optimize operations" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="key features" track-metadata-module_headline="key features" track-metadata-child_eyebrow="video"> <div class="cloud-card__media cloud-card__video"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/uJYgzYMJcOZyI05syOriCH8P9r-xQbzXaalnOmDmtJeOI0jzbSLxT7RKlNSjGSYk8ESCkGw7xjM=e14-rw-lo-sc0xffffff-h340-w600 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/uJYgzYMJcOZyI05syOriCH8P9r-xQbzXaalnOmDmtJeOI0jzbSLxT7RKlNSjGSYk8ESCkGw7xjM=e14-rw-lo-sc0xffffff-h680-w1200 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/uJYgzYMJcOZyI05syOriCH8P9r-xQbzXaalnOmDmtJeOI0jzbSLxT7RKlNSjGSYk8ESCkGw7xjM=e14-rj-sc0xffffff-h340-w600 1x, 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class="cloud-card__video-timestamp cloud-chip--overlay"> 7:31 </span> </div> </a> <a class="cloud-card__card-link cloud-card__card-link--video lb" href="https://web.archive.org/web/20210811205355/https://www.youtube.com/watch?v=4cD_08g-USw" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="4cD_08g-USw" track-name="demo showcasing how to use advanced analytics in bigquery to optimize operations" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="key features" track-metadata-module_headline="key features" track-metadata-child_eyebrow="video"> <div class="cloud-card__content" style=""> <p class="cws-label cloud-card__eyebrow">VIDEO</p> <p class="cloud-card__headline cws-headline--headline-6">Demo showcasing how to use advanced analytics in BigQuery to optimize operations</p> </div> </a> </div> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Customers"> <p class="cws-label" style="margin-bottom: 16px;">Customers</p> <style> .customer-module__carousel .cloud-carousel { padding: 0; } .customer-module__carousel, .customer-module__headline { margin-bottom: 36px; } @media(max-width: 768px) { .customer-module__headline { margin-bottom: 0; } } </style> <div class="customer-module" track-metadata-module="customers carousel" track-metadata-module_headline="customers"> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="customer-module__headline"> <h3 class="cws-headline--headline-4" id="customers" data-text="Customers">Customers</h3> </div> </div> </div> <div class="customer-module__carousel"> <style> @media (max-width: 480px) { .cloud-carousel--bleed-right { margin-right: 0; } .cloud-carousel__slide { margin-right: 16px; } } </style> <div class="cloud-carousel cloud-carousel--3up cloud-carousel--margin-tight"> <div class="cloud-carousel__slide-deck-container"> 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src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/kl2d0KsnXcCX7wgrFjHDcC1zc-iBrlg9xdo6f87uogRBsnoedJWXkCpHWEPJyfCIM5wWsENsbC8-=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/kl2d0KsnXcCX7wgrFjHDcC1zc-iBrlg9xdo6f87uogRBsnoedJWXkCpHWEPJyfCIM5wWsENsbC8-=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Video</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">UPS uses BigQuery to achieve precise package volume forecasting for the company.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__video"> <i class="cloud-card-standard__video-icon material-icons nocontent notranslate" aria-hidden="true" translate="no">play_circle_filled</i> <span class="cloud-card-standard__video-text cws-small-text"> 02:21 </span> </div> </div> </div> </a> </div> <div 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src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/cb230Te_mZ9Od386Vt722WcF52MR1-wFSEgR2HTuXoLFMEMXhGCvWl6YSJ-mkRcghe8bRMAVAmYv=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/cb230Te_mZ9Od386Vt722WcF52MR1-wFSEgR2HTuXoLFMEMXhGCvWl6YSJ-mkRcghe8bRMAVAmYv=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">Twitter modernizes ad engagement platform; combines millions of metrics/second.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cws-caption"> 5-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> 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src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/c2vYeFNm3aZBa4oatmO-QiYXPshmYZIQojvXvcrMasGCpyP3jtyUBztbxHa5t4PB1II9AEKPC4I5=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/c2vYeFNm3aZBa4oatmO-QiYXPshmYZIQojvXvcrMasGCpyP3jtyUBztbxHa5t4PB1II9AEKPC4I5=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">MLB reimagines the fan experience to drive growth and stay relevant with fans.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cws-caption"> 5-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/customers/featured/the-home-depot" track-name="the home depot nails customer service and keeps 50k items stocked across 2k stores" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/featured/the-home-depot" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-metadata-child_headline="the home depot nails customer service and keeps 50k items stocked across 2k stores" track-metadata-child_eyebrow="case study" track-metadata-child_index="4" track-metadata-child_total="6"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="The Home Depot logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/20cb_wAM28uL2TEwB_vZlZQeV1LF7w_bj5YmAQ8pPsWgtgVAnHmyKB0LGjvMMT3qx6CRq93_fBaR=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/20cb_wAM28uL2TEwB_vZlZQeV1LF7w_bj5YmAQ8pPsWgtgVAnHmyKB0LGjvMMT3qx6CRq93_fBaR=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">The Home Depot nails customer service and keeps 50K items stocked across 2K stores.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cws-caption"> 5-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="/web/20210811205355/https://cloud.google.com/customers/dow-jones" track-name="dow jones unlocks value from 13 billion articles and uncovers hidden insights" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/dow-jones" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-metadata-child_headline="dow jones unlocks value from 13 billion articles and uncovers hidden insights" track-metadata-child_eyebrow="case study" track-metadata-child_index="5" track-metadata-child_total="6"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Dow Jones logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/xkKFQCmMZOUD7GhFi_gVT_uMB4d1S0KAFjb59W68LB6QbQwseLbH7QJuDChh9CIUeAlgzXAjqGu0Tg=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/xkKFQCmMZOUD7GhFi_gVT_uMB4d1S0KAFjb59W68LB6QbQwseLbH7QJuDChh9CIUeAlgzXAjqGu0Tg=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">Dow Jones unlocks value from 1.3 billion articles and uncovers hidden insights.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cws-caption"> 5-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="https://web.archive.org/web/20210811205355/https://marketingplatform.google.com/about/resources/toyota-canada-sees-6x-boost-in-conversions-using-google-marketing-platform-and-google-cloud/" target="_blank" rel="noopener" track-name="toyota increases site conversions by 6x with analytics 360 display video 360 and bigquery ml" track-type="card" track-metadata-eventdetail="marketingplatform.google.com/about/resources/toyota-canada-sees-6x-boost-in-conversions-using-google-marketing-platform-and-google-cloud/" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-metadata-child_headline="toyota increases site conversions by 6x with analytics 360 display video 360 and bigquery ml" track-metadata-child_eyebrow="case study" track-metadata-child_index="6" track-metadata-child_total="6"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Toyota logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/csKZcEPG-WAw32aIDjgkDrAMOMPfWdQCkNekJ3sAeVEvMpeXIpx1G5mrMZgb9E4vrpBuOE8f1Y3Y1w=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/csKZcEPG-WAw32aIDjgkDrAMOMPfWdQCkNekJ3sAeVEvMpeXIpx1G5mrMZgb9E4vrpBuOE8f1Y3Y1w=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">Toyota increases site conversions by 6x with Analytics 360, Display & Video 360, and BigQuery ML.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cws-caption"> 5-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </div> </a> </div> </div> </div> <div class="cloud-carousel__controls cloud-carousel__controls--hide-nuggets"> <div class="cloud-carousel__arrow left-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_left</i> </div> <div class="cloud-carousel__arrow right-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_right</i> </div> <div class="cloud-carousel__nuggets"> <div class="cloud-carousel__nugget"></div> </div> </div> </div> </div> <div> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/customers" track-name="see all customers" track-type="button" track-metadata-eventdetail="cloud.google.com/customers" track-metadata-modifier="low-emphasis"> See all customers </a> </div> </div> </div> </section> <section class="module-section">  </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="What’s new"> <p class="cws-label" style="margin-bottom: 16px;">What’s new</p> <style> .whats-new-module .cloud-carousel { padding: 0; } .whats-new-module__headline { margin-bottom: 36px; } </style> <div class="whats-new-module" track-metadata-module="whats new" track-metadata-module_headline="whats new"> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="whats-new-module__headline"> <h3 class="cws-headline--headline-4" id="whats-new" data-text="What's new">What's new</h3> <p class="cloud-module__description"> <span class="richtext"> <p> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/newsletter" class="cws-link" track-name="sign up" track-type="inline link" track-metadata-eventdetail="cloud.google.com/newsletter" track-metadata-module="whats new" track-metadata-module_headline="whats new">Sign up</a> for Google Cloud newsletters to receive product updates, event information, special offers, and more.</p> </span> </p> </div> </div> </div> <style> @media (max-width: 480px) { .cloud-carousel--bleed-right { margin-right: 0; } .cloud-carousel__slide { margin-right: 16px; } } </style> <div class="cloud-carousel cloud-carousel--3up"> <div class="cloud-carousel__slide-deck-container"> <div class="cloud-carousel__slide-deck" role="group"> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/press-releases/2021/0526/data-cloud-summit" track-name="learn more" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/press-releases/2021/0526/data-cloud-summit" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="new data analytics products unveiled at the data cloud summit" track-metadata-child_eyebrow="news" track-metadata-child_index="1" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/4ErzrT_kt4IJQ1tLyUWiW_BrlxTX-4k2qVlto0B8EA3CSq4Ji2TiEvr7mBIxDj02HZWqJcN6-iIB=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/4ErzrT_kt4IJQ1tLyUWiW_BrlxTX-4k2qVlto0B8EA3CSq4Ji2TiEvr7mBIxDj02HZWqJcN6-iIB=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/4ErzrT_kt4IJQ1tLyUWiW_BrlxTX-4k2qVlto0B8EA3CSq4Ji2TiEvr7mBIxDj02HZWqJcN6-iIB=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/4ErzrT_kt4IJQ1tLyUWiW_BrlxTX-4k2qVlto0B8EA3CSq4Ji2TiEvr7mBIxDj02HZWqJcN6-iIB=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Data Cloud Summit" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/4ErzrT_kt4IJQ1tLyUWiW_BrlxTX-4k2qVlto0B8EA3CSq4Ji2TiEvr7mBIxDj02HZWqJcN6-iIB=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/4ErzrT_kt4IJQ1tLyUWiW_BrlxTX-4k2qVlto0B8EA3CSq4Ji2TiEvr7mBIxDj02HZWqJcN6-iIB=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">News</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>New data analytics products unveiled at the Data Cloud Summit</span> <span class="cloud-link cloud-carousel__slide-cta">Learn more</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/google-cloud-a-leader-in-2021-forrester-wave-cloud-data-warehouse" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/google-cloud-a-leader-in-2021-forrester-wave-cloud-data-warehouse" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="google bigquery is a leader in the 2021 forrester wave cloud data warehouse" track-metadata-child_eyebrow="report" track-metadata-child_index="2" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/NYgSMWU8rblAW9whbLcXreG6WGDMs8C4-x8DYXxFa72FUe3qB949a1T-8bu5Ep1mMkq9J59oHHLk4Q=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/NYgSMWU8rblAW9whbLcXreG6WGDMs8C4-x8DYXxFa72FUe3qB949a1T-8bu5Ep1mMkq9J59oHHLk4Q=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/NYgSMWU8rblAW9whbLcXreG6WGDMs8C4-x8DYXxFa72FUe3qB949a1T-8bu5Ep1mMkq9J59oHHLk4Q=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/NYgSMWU8rblAW9whbLcXreG6WGDMs8C4-x8DYXxFa72FUe3qB949a1T-8bu5Ep1mMkq9J59oHHLk4Q=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Google Cloud a leader in the 2021 Forrester Wave" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/NYgSMWU8rblAW9whbLcXreG6WGDMs8C4-x8DYXxFa72FUe3qB949a1T-8bu5Ep1mMkq9J59oHHLk4Q=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/NYgSMWU8rblAW9whbLcXreG6WGDMs8C4-x8DYXxFa72FUe3qB949a1T-8bu5Ep1mMkq9J59oHHLk4Q=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Report</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Google BigQuery is a Leader in The 2021 Forrester Wave: Cloud Data Warehouse</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/introducing-bigquery-omni" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/introducing-bigquery-omni" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="bring multicloud analytics to your data with bigquery omni" track-metadata-child_eyebrow="blog post" track-metadata-child_index="3" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Phd_NzxRLDiSAqpVZ__EiDphyXUMTdmKM0SwGwNO1Swz9Yn67ZJw8_erqp5SI2xpcZ-QKrtHwhXt=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Phd_NzxRLDiSAqpVZ__EiDphyXUMTdmKM0SwGwNO1Swz9Yn67ZJw8_erqp5SI2xpcZ-QKrtHwhXt=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Phd_NzxRLDiSAqpVZ__EiDphyXUMTdmKM0SwGwNO1Swz9Yn67ZJw8_erqp5SI2xpcZ-QKrtHwhXt=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Phd_NzxRLDiSAqpVZ__EiDphyXUMTdmKM0SwGwNO1Swz9Yn67ZJw8_erqp5SI2xpcZ-QKrtHwhXt=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Read the blog: BigQuery Omni, now in private alpha" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Phd_NzxRLDiSAqpVZ__EiDphyXUMTdmKM0SwGwNO1Swz9Yn67ZJw8_erqp5SI2xpcZ-QKrtHwhXt=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Phd_NzxRLDiSAqpVZ__EiDphyXUMTdmKM0SwGwNO1Swz9Yn67ZJw8_erqp5SI2xpcZ-QKrtHwhXt=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Bring multicloud analytics to your data with BigQuery Omni </span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/introducing-data-qna" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/introducing-data-qna" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="ask questions to bigquery and get instant answers through data qna" track-metadata-child_eyebrow="blog post" track-metadata-child_index="4" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/w5wobkBcDB7xzYw4YbXiWTKR3r-HYBzfmc2TyF8E47Fvrg6lioZcQ1eBuHmUjXyB4Jyw-TUm1DMT=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/w5wobkBcDB7xzYw4YbXiWTKR3r-HYBzfmc2TyF8E47Fvrg6lioZcQ1eBuHmUjXyB4Jyw-TUm1DMT=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/w5wobkBcDB7xzYw4YbXiWTKR3r-HYBzfmc2TyF8E47Fvrg6lioZcQ1eBuHmUjXyB4Jyw-TUm1DMT=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/w5wobkBcDB7xzYw4YbXiWTKR3r-HYBzfmc2TyF8E47Fvrg6lioZcQ1eBuHmUjXyB4Jyw-TUm1DMT=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Read the blog: Data QnA now in privaate alapha" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/w5wobkBcDB7xzYw4YbXiWTKR3r-HYBzfmc2TyF8E47Fvrg6lioZcQ1eBuHmUjXyB4Jyw-TUm1DMT=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/w5wobkBcDB7xzYw4YbXiWTKR3r-HYBzfmc2TyF8E47Fvrg6lioZcQ1eBuHmUjXyB4Jyw-TUm1DMT=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Ask questions to BigQuery and get instant answers through Data QnA</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/introducing-bigquery-flex-slots" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/introducing-bigquery-flex-slots" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="purchase bigquery flex slots for as little as 60 seconds at a time" track-metadata-child_eyebrow="blog post" track-metadata-child_index="5" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/OORE_S17Op4rFqlp6tbD_fPgenlv-D8FZyZSB4x3ssxmhFu9G895-alLVQnmuiKesoPMV7vNqvo0BQ=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/OORE_S17Op4rFqlp6tbD_fPgenlv-D8FZyZSB4x3ssxmhFu9G895-alLVQnmuiKesoPMV7vNqvo0BQ=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/OORE_S17Op4rFqlp6tbD_fPgenlv-D8FZyZSB4x3ssxmhFu9G895-alLVQnmuiKesoPMV7vNqvo0BQ=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/OORE_S17Op4rFqlp6tbD_fPgenlv-D8FZyZSB4x3ssxmhFu9G895-alLVQnmuiKesoPMV7vNqvo0BQ=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="BigQuery Flex logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/OORE_S17Op4rFqlp6tbD_fPgenlv-D8FZyZSB4x3ssxmhFu9G895-alLVQnmuiKesoPMV7vNqvo0BQ=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/OORE_S17Op4rFqlp6tbD_fPgenlv-D8FZyZSB4x3ssxmhFu9G895-alLVQnmuiKesoPMV7vNqvo0BQ=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Purchase BigQuery flex slots for as little as 60 seconds at a time</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/query-without-a-credit-card-introducing-bigquery-sandbox" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/query-without-a-credit-card-introducing-bigquery-sandbox" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="query data without a credit card learn how to get started with bigquery sandbox" track-metadata-child_eyebrow="blog post" track-metadata-child_index="6" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/wH7j5GapMm7YUjaizSQ_paqTpqsnftJ95CUw_X5HSByw2YQqA1QxNDH5fhBzauqw2VOG7FCw7qI=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/wH7j5GapMm7YUjaizSQ_paqTpqsnftJ95CUw_X5HSByw2YQqA1QxNDH5fhBzauqw2VOG7FCw7qI=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/wH7j5GapMm7YUjaizSQ_paqTpqsnftJ95CUw_X5HSByw2YQqA1QxNDH5fhBzauqw2VOG7FCw7qI=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/wH7j5GapMm7YUjaizSQ_paqTpqsnftJ95CUw_X5HSByw2YQqA1QxNDH5fhBzauqw2VOG7FCw7qI=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Query data logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/wH7j5GapMm7YUjaizSQ_paqTpqsnftJ95CUw_X5HSByw2YQqA1QxNDH5fhBzauqw2VOG7FCw7qI=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/wH7j5GapMm7YUjaizSQ_paqTpqsnftJ95CUw_X5HSByw2YQqA1QxNDH5fhBzauqw2VOG7FCw7qI=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Query data without a credit card: Learn how to get started with BigQuery sandbox</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</span> </p> </div> </a> </div> </div> </div> <div class="cloud-carousel__controls cloud-carousel__controls--hide-nuggets"> <div class="cloud-carousel__arrow left-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_left</i> </div> <div class="cloud-carousel__arrow right-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_right</i> </div> <div class="cloud-carousel__nuggets"> <div class="cloud-carousel__nugget"></div> </div> </div> </div> </div> </div> </section> <section class="module-section" id="documentation"> <div class="cloud-jump-section" data-cloud-main-text="Documentation" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Documentation</p> <style> .documentation-module__headline { margin-bottom: 36px; } .documentation-module__more-docs { margin-bottom: 24px; } </style> <div class="documentation-module" track-metadata-module="documentation" track-metadata-module_headline="documentation"> <div class="cws-grid"> <div class="documentation-module__copy cws-grid__col--span-8"> <div class="documentation-module__headline"> <h3 class="cws-headline--headline-4" id="documentation" data-text=" Documentation "> Documentation </h3> </div> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="cloud-list"> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Quickstart </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="quickstart-using-the-cloud-console" data-text=" Quickstart using the Cloud Console"> Quickstart using the Cloud Console</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Learn how to use the Google Cloud Console as a visual interface to complete tasks like running queries, loading data, and exporting data.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/quickstarts/quickstart-web-ui" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery/docs/quickstarts/quickstart-web-ui" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="1" track-metadata-child_total="4"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Quickstart </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="quickstart-using-the-bigquery-command-line-tool" data-text=" Quickstart using the BigQuery command-line tool"> Quickstart using the BigQuery command-line tool</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Learn how to use the BigQuery command-line tool to run queries, load data, and export data.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/quickstarts/quickstart-command-line" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery/docs/quickstarts/quickstart-command-line" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="2" track-metadata-child_total="4"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud Basics </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="loading-data-into-bigquery" data-text=" Loading data into BigQuery"> Loading data into BigQuery</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Learn how to ingest data into BigQuery via batch, streaming, querying, or using a third-party application. </span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/loading-data" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery/docs/loading-data" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="3" track-metadata-child_total="4"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud Basics </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="using-bigquery-sandbox" data-text=" Using BigQuery sandbox"> Using BigQuery sandbox</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Experience BigQuery and the Cloud Console without providing a credit card, creating a billing account, or enabling billing for your project.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/sandbox" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery/docs/sandbox" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="4" track-metadata-child_total="4"> Learn more </a> </div> </div> </div> <div class="cloud-list__footer"> <h5 class="cws-headline--headline-6 cloud-list__footer-heading" id="not-seeing-what-you’re-looking-for" data-text=" Not seeing what you’re looking for? "> Not seeing what you’re looking for? </h5> <div class="cloud-list__footer--buttons"> <div class="cws-button__set"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205355/https://cloud.google.com/bigquery/docs" track-name="view all product documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery/docs" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation"> View all product documentation </a> </div> </div> </div> </div> </div> <div class="cws-grid__col--span-4 documentation-module__sidebar"> <div class="documentation-module__more-docs"> <div class="cloud-list-card cws-elevation--1 "> <div class="cloud-list-card__content"> <div class="cloud-list-card__header-border"> <h4 class="cloud-list-card__subhead cws-body" id="explore-more-docs" data-text="Explore more docs">Explore more docs</h4> </div> <ul class="cloud-list-card__list"> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/quickstarts" track-name="quickstarts" track-type="list card item" track-metadata-eventdetail="cloud.google.com/bigquery/docs/quickstarts" track-metadata-child_headline="quickstarts" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">Quickstarts</p> <p class="cws-caption">Get a quick intro to using this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/how-to" track-name="how-to guides" track-type="list card item" track-metadata-eventdetail="cloud.google.com/bigquery/docs/how-to" track-metadata-child_headline="how-to guides" track-metadata-child_index="1" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">How-to guides</p> <p class="cws-caption">Learn to complete specific tasks with this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/tutorials" track-name="tutorials" track-type="list card item" track-metadata-eventdetail="cloud.google.com/bigquery/docs/tutorials" track-metadata-child_headline="tutorials" track-metadata-child_index="2" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">Tutorials</p> <p class="cws-caption">Browse walkthroughs of common uses and scenarios for this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/reference" track-name="apis references" track-type="list card item" track-metadata-eventdetail="cloud.google.com/bigquery/docs/reference" track-metadata-child_headline="apis references" track-metadata-child_index="3" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">APIs & references</p> <p class="cws-caption">View APIs, references, and other resources for this product.</p> </div> </a> </li> </ul> </div> </div> </div> <div class="cloud-block cws-elevation--1 cloud-block--responsive "> <a class="cloud-block__link" href="/web/20210811205355/https://cloud.google.com/bigquery/docs/release-notes" track-name="read about the latest releases for bigquery" track-type="block" track-metadata-eventdetail="cloud.google.com/bigquery/docs/release-notes" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-child_headline="read about the latest releases for bigquery" track-metadata-child_eyebrow="release notes"> <div class="cloud-block__container"> <div class="cloud-block__content"> <p class="cloud-block__eyebrow cws-label"> Release notes </p> <p class="cws-headline--headline-6">Read about the latest releases for BigQuery</p> </div> </div> </a> </div> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Use cases" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Use cases</p> <style> /* [1] Override chip bottom margin to match design spec */ .use-case-module .cloud-chip { margin-bottom: 8px; /* [1] */ } .use-case-module__headline { margin-bottom: 40px; } .use-case-module__use-case { margin-bottom: 36px; } .use-case-module__use-case:last-child { margin-bottom: 0; } .use-case-module__use-case-diagram { display: flex; justify-content: left; overflow-x: auto; margin: 24px 0; } .use-case-module__technical-content .cloud-card { height: 100%; } .use-case-module__cta { margin-top: 24px; } </style> <div class="use-case-module" track-metadata-module="use cases" track-metadata-module_headline="use cases"> <div class="use-case-module__headline"> <h3 class="cws-headline--headline-4" id="use-cases" data-text=" Use cases "> Use cases </h3> </div> <div> <div class="use-case-module__use-case"> <div> <span class="cloud-chip cloud-chip--yellow-bg "> Use case </span> </div> <div> <span class="cws-headline--headline-6 cloud-jump-section">Migrating data warehouses to BigQuery</span> </div> <span class="cws-body richtext"> <p>Solve for today’s analytics demands and seamlessly scale your business by moving to Google Cloud’s modern data warehouse. Streamline your migration path from Netezza, Oracle, Redshift, Teradata, or Snowflake to BigQuery and accelerate your time to insights. Learn more and get started with our comprehensive <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/migration/dw2bq/dw-bq-migration-overview" class="cws-link" track-name="data warehouse migration guides" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/migration/dw2bq/dw-bq-migration-overview" track-metadata-module="use cases" track-metadata-module_headline="use cases">data warehouse migration guides.</a> </p> </span> <div class="cws-grid use-case-module__technical-content cws-spacer-3--top"> </div> </div> <div class="use-case-module__use-case"> <div> <span class="cloud-chip cloud-chip--yellow-bg "> Use case </span> </div> <div> <span class="cws-headline--headline-6 cloud-jump-section"> Predictive analytics</span> </div> <span class="cws-body richtext"> <p>Predictive analytics helps you predict future outcomes more accurately and discover opportunities in your business. Our <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/smart-analytics/reference-patterns/overview" class="cws-link" track-name="smart analytics reference patterns" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/smart-analytics/reference-patterns/overview" track-metadata-module="use cases" track-metadata-module_headline="use cases">smart analytics reference patterns</a> are designed to reduce time-to-value for common analytics use cases with sample code and technical reference guides. </p> <p>Learn how BigQuery and BigQuery ML can help you build an ecommerce recommendation system, predict customers' lifetime value, and design propensity to purchase solutions.</p> <p></p> </span> <div class="cws-grid use-case-module__technical-content cws-spacer-3--top"> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Pattern </span> <p class="cloud-card__headline cws-headline--headline-6"> Ecommerce recommendation system</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Build an ecommerce recommendation system by using BigQuery ML to generate product or service recommendations from customer data in BigQuery.</div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/building-a-recommendation-system-with-bigqueryml" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/solutions/building-a-recommendation-system-with-bigqueryml" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="predictive analytics" track-metadata-parent_type="card" track-metadata-child_index="1" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Pattern </span> <p class="cloud-card__headline cws-headline--headline-6"> Predict customer lifetime value</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Predict customer lifetime value (CLV) by using Vertex AI and BigQuery.</div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/machine-learning/clv-prediction-with-offline-training-intro" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/solutions/machine-learning/clv-prediction-with-offline-training-intro" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="predictive analytics" track-metadata-parent_type="card" track-metadata-child_index="2" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Pattern </span> <p class="cloud-card__headline cws-headline--headline-6"> Build propensity to purchase solution</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Build and deploy a propensity to purchase model for predicting customer purchasing behavior using BigQuery ML and Vertex AI.</div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/predicting-customer-propensity-to-buy" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/solutions/predicting-customer-propensity-to-buy" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="predictive analytics" track-metadata-parent_type="card" track-metadata-child_index="3" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> </div> </div> <div class="use-case-module__use-case"> <div> <span class="cloud-chip cloud-chip--yellow-bg "> Use case </span> </div> <div> <span class="cws-headline--headline-6 cloud-jump-section">Bring any data into BigQuery</span> </div> <span class="cws-body richtext"> <p>Make analytics easier by bringing together data from multiple sources in BigQuery, for seamless analysis. You can <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/batch-loading-data?skip_cache=true" class="cws-link" track-name="upload data files" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/batch-loading-data" track-metadata-module="use cases" track-metadata-module_headline="use cases">upload data files</a> from local sources, <a href="https://web.archive.org/web/20210811205355/http://drive.google.com/" class="cws-link" target="_blank" rel="noopener" track-name="google drive" track-type="inline link" track-metadata-eventdetail="drive.google.com" track-metadata-module="use cases" track-metadata-module_headline="use cases">Google Drive</a>, or Cloud Storage buckets, take advantage of <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery-transfer/docs/introduction?skip_cache=true" class="cws-link" track-name="bigquery data transfer service" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery-transfer/docs/introduction" track-metadata-module="use cases" track-metadata-module_headline="use cases">BigQuery Data Transfer Service</a> (DTS), <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/data-fusion/plugins?skip_cache=true" class="cws-link" track-name="data fusion plug-ins" track-type="inline link" track-metadata-eventdetail="cloud.google.com/data-fusion/plugins" track-metadata-module="use cases" track-metadata-module_headline="use cases">Data Fusion plug-ins</a>, or leverage Google's industry-leading <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery?skip_cache=true#section-12" class="cws-link" track-name="data integration partnerships" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery" track-metadata-module="use cases" track-metadata-module_headline="use cases">data integration partnerships</a>. You have ultimate flexibility in how you bring data into your data warehouse. </p> </span> <div class="use-case-module__use-case-diagram"> <img alt="Architecture diagram showing 5 primary means of bringing data into BigQuery. On left, labeled 1 is a line tagged File (CSV, JSON, AVRO, etc.). This flows to Cloud Storage and BigQuery. Line 2, tagged Partner DTS connectors and Google BigQuery DT connectors flows into BigQuery DTS and on to BigQuery. Line 3, tagged Data Fusion plug-ins flows to Data Fusion and on to BigQuery. Line 4 is tagged SAP Data Services and flows to BigQuery. Line 5 is tagged Partner integrations and flows to BigQuery." class="" loading="lazy" src="https://web.archive.org/web/20210811205355im_/https://www.gstatic.com/bricks/image/7347fa6a31d8e2242e6483befbdb6d3fdc617824352b5bf9f7b52de12a23d3ec.svg" style="max-width: 953px; max-height: 400px;"> </div> <div class="cws-grid use-case-module__technical-content cws-spacer-3--top"> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud basics </span> <p class="cloud-card__headline cws-headline--headline-6"> Automate data movement into BigQuery with DTS</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Data Transfer Service helps you automatically load first- and third-party data into BigQuery on a scheduled or managed basis without needing to write a line of code.</div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery-transfer/docs/introduction" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery-transfer/docs/introduction" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="bring any data into bigquery" track-metadata-parent_type="card" track-metadata-child_index="1" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud basics </span> <p class="cloud-card__headline cws-headline--headline-6"> Easily deploy data pipelines into BigQuery with Data Fusion</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Data Fusion's code-free data integration platform with 150+ preconfigured connectors and transformations helps you easily solve for any data ingestion need. </div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/data-fusion/plugins" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/data-fusion/plugins" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="bring any data into bigquery" track-metadata-parent_type="card" track-metadata-child_index="2" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud basics </span> <p class="cloud-card__headline cws-headline--headline-6"> Load data into BigQuery with your preferred partner tool</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Choose your partner tool to ingest data from various source systems into BigQuery; SAP Data Services can support data ingestion from any SAP-supported database.</div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery#section-13" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="bring any data into bigquery" track-metadata-parent_type="card" track-metadata-child_index="3" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> </div> </div> </div> <div class="use-case-module__cta"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205355/https://cloud.google.com/solutions/smart-analytics/reference-patterns/overview" track-name="view all technical guides" track-type="button" track-metadata-eventdetail="cloud.google.com/solutions/smart-analytics/reference-patterns/overview" track-metadata-modifier="low-emphasis"> View all technical guides </a> </div> </div> </div> </section> <section class="module-section" id="all-features">  </section> <section class="module-section" id="all-features"> <div class="cloud-jump-section" data-cloud-main-text="All features" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">All features</p> <style> .feature-module__body-text__large { font-family: Google Sans, sans-serif; } .feature-module__table-header { color: #202124; } .feature-module__table-cell p { font: inherit; margin-top: 0; } .feature-module__table-cell { line-height: 30px; } .feature-module__headline { margin-bottom: 36px; } </style> <div class="feature-module" track-metadata-module="all features" track-metadata-module_headline="all features"> <div> <div class="feature-module__headline"> <h3 class="cws-headline--headline-4" id="all-features" data-text=" All features "> All features </h3> </div> <div class="feature-module__feature-table"> <div class="cloud-table-wrapper devsite-table-wrapper"> <table class="cloud-table"> <tbody> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Serverless </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">With serverless data warehousing, Google does all resource provisioning behind the scenes, so you can focus on data and analysis rather than worrying about upgrading, securing, or managing the infrastructure.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Multicloud capabilities </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext"><a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/introducing-bigquery-omni" class="cws-link" track-name="bigquery omni" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/introducing-bigquery-omni" track-metadata-module="all features" track-metadata-module_headline="all features">BigQuery Omni</a> (Preview) allows you to analyze data across clouds using standard SQL and without leaving BigQuery’s familiar interface. Its flexible, fully managed infrastructure allows  your data analysts or data scientists to have a completely seamless data analysis experience. Complete this <a href="https://web.archive.org/web/20210811205355/https://docs.google.com/forms/d/e/1FAIpQLSff3MG6wKeqL3TDzwwb5nCmYwwBsRmGdscplHL237l7z7ItAw/viewform" class="cws-link" target="_blank" rel="noopener" track-name="form" track-type="inline link" track-metadata-eventdetail="docs.google.com/forms/d/e/1FAIpQLSff3MG6wKeqL3TDzwwb5nCmYwwBsRmGdscplHL237l7z7ItAw/viewform" track-metadata-module="all features" track-metadata-module_headline="all features">form</a> to learn more.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Natural language processing </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext"><a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/data-analytics/introducing-data-qna" class="cws-link" track-name="data qna" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/introducing-data-qna" track-metadata-module="all features" track-metadata-module_headline="all features">Data QnA</a> (private alpha) makes it easy for anyone to access the data insights they need through NLP—all while maintaining governance and security controls. Based on<a href="https://web.archive.org/web/20210811205355/https://research.google/pubs/pub45791/" class="cws-link" target="_blank" rel="noopener" track-name="analyza" track-type="inline link" track-metadata-eventdetail="research.google/pubs/pub45791/" track-metadata-module="all features" track-metadata-module_headline="all features"> Analyza</a> (Google Research), Data QnA enables you to analyze petabytes of data via BigQuery, and can be embedded where users work; chatbots, spreadsheets, BI platforms like Looker, or custom-built UIs. Complete this<a href="https://web.archive.org/web/20210811205355/https://forms.gle/75Trd6Co2QC4nUBc8" class="cws-link" target="_blank" rel="noopener" track-name="form" track-type="inline link" track-metadata-eventdetail="forms.gle/75Trd6Co2QC4nUBc8" track-metadata-module="all features" track-metadata-module_headline="all features"> form</a> to learn more.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Built-in ML and AI integrations </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Besides bringing ML to your data with <a href="/web/20210811205355/https://cloud.google.com/bigquery-ml/docs" class="cws-link" track-name="bigquery ml" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery-ml/docs/" track-metadata-module="all features" track-metadata-module_headline="all features">BigQuery ML</a>, integrations with <a href="/web/20210811205355/https://cloud.google.com/vertex-ai" class="cws-link" track-name="vertex ai" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai" track-metadata-module="all features" track-metadata-module_headline="all features">Vertex AI</a> and <a href="/web/20210811205355/https://cloud.google.com/tensorflow-enterprise" class="cws-link" track-name="tensorflow" track-type="inline link" track-metadata-eventdetail="cloud.google.com/tensorflow-enterprise" track-metadata-module="all features" track-metadata-module_headline="all features">TensorFlow</a> enable you to train and execute powerful models on structured data in minutes, with just SQL.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Foundation for BI </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery forms the backbone for modern cloud BI solutions and enables seamless data integration, transformation, analysis, visualization, and reporting with tools from Google and our technology partners. To accelerate BI workloads you can turn on <a href="/web/20210811205355/https://cloud.google.com/bi-engine/docs/sql-interface-overview" class="cws-link" track-name="bi engine" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bi-engine/docs/sql-interface-overview" track-metadata-module="all features" track-metadata-module_headline="all features">BI Engine</a>, an in-memory analysis service, to achieve sub-second query response time and high concurrency for popular BI tools via standard ODBC/JDBC.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Spreadsheet interface </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext"><a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/blog/products/g-suite/connected-sheets-is-generally-available" class="cws-link" track-name="connected sheets" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/g-suite/connected-sheets-is-generally-available" track-metadata-module="all features" track-metadata-module_headline="all features">Connected Sheets</a> allows users to analyze billions of rows of live BigQuery data in Google Sheets without requiring SQL knowledge. Users can apply familiar tools—like pivot tables, charts, and formulas—to easily derive insights from big data. Learn more about Connected Sheets in the <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/connected-sheets" class="cws-link" track-name="getting started guide" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/connected-sheets" track-metadata-module="all features" track-metadata-module_headline="all features">getting started guide</a>.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Real-time analytics </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery’s high-speed streaming insertion API provides a powerful foundation for real-time analytics, making your latest business data immediately available for analysis. You can also leverage Datastream, Pub/Sub and Dataflow to stream data into BigQuery.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Real-time change data capture and replication </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Synchronize data across heterogeneous databases, storage systems, and applications reliably and with minimal latency with <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/datastream" class="cws-link" track-name="datastream" track-type="inline link" track-metadata-eventdetail="cloud.google.com/datastream" track-metadata-module="all features" track-metadata-module_headline="all features">Datastream</a>. Datastream integrates with purpose-built and extensible <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/dataflow/docs/guides/templates/provided-streaming#datastream-to-bigquery" class="cws-link" track-name="dataflow templates" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataflow/docs/guides/templates/provided-streaming" track-metadata-module="all features" track-metadata-module_headline="all features">Dataflow templates</a> to pull change streams written to Cloud Storage, and create up-to-date replicated tables in BigQuery for real-time analytics.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Automatic high availability </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery transparently and automatically provides highly durable, replicated storage in multiple locations and high availability with no extra charge and no additional setup.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Standard SQL </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery supports a standard SQL dialect that is ANSI:2011 compliant, which reduces the need for code rewrites. BigQuery also provides ODBC and JDBC drivers at no cost to ensure your current applications can interact with its powerful engine.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Federated query and logical data warehousing </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Through powerful federated queries, BigQuery can process external data sources in object storage (Cloud Storage) for Parquet and ORC open source file formats, transactional databases (Bigtable, Cloud SQL), or spreadsheets in Drive. All this can be done without moving the data.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Convergence of data warehouse and data lake </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Run open source data science workloads (Spark, TensorFlow, Dataflow and Apache Beam, MapReduce, Pandas, and scikit-learn) directly on BigQuery using the Storage API. The Storage API provides a much simpler architecture and less data movement and doesn't need to have multiple copies of the same data.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Materialized Views </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Accelerate query performance and reduce costs within your environment with <a href="/web/20210811205355/https://cloud.google.com/bigquery/docs/materialized-views" class="cws-link" track-name="bigquery materialized views" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/materialized-views" track-metadata-module="all features" track-metadata-module_headline="all features">BigQuery materialized views</a>. It is easy to set up, effortless to use, and best of all it's real time, allowing you to quickly get answers to your questions.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Storage and compute separation </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">With BigQuery’s separated storage and compute, you have the option to choose the storage and processing solutions that make sense for your business and control access and costs for each.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Automatic backup and easy restore </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery automatically replicates data and keeps a seven-day history of changes, allowing you to easily restore and compare data from different times.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Geospatial data types and functions </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext"><a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/gis-intro" class="cws-link" track-name="bigquery gis" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/gis-intro" track-metadata-module="all features" track-metadata-module_headline="all features">BigQuery GIS</a> combines the serverless architecture of BigQuery with native support for geospatial analysis, so you can augment your analytics workflows with location intelligence. Simplify your analyses, see spatial data in fresh ways, and unlock entirely new lines of business with support for arbitrary points, lines, polygons, and multi-polygons in common geospatial data formats.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> BigQuery data transfer service </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">The <a href="/web/20210811205355/https://cloud.google.com/bigquery/transfer" class="cws-link" track-name="bigquery data transfer service" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/transfer" track-metadata-module="all features" track-metadata-module_headline="all features">BigQuery Data Transfer Service</a> automatically transfers data from external data sources, like Google Marketing Platform, Google Ads, YouTube, and partner SaaS applications to BigQuery on a scheduled and fully managed basis. Users can also easily transfer data from Teradata and Amazon S3 to BigQuery.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Big data ecosystem integration </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">With Dataproc and Dataflow, BigQuery provides integration with the Apache big data ecosystem, allowing existing Hadoop/Spark and Beam workloads to read or write data directly from BigQuery using the Storage API.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Petabyte scale </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Get great performance on your data, while knowing you can scale seamlessly to store and analyze petabytes to exabytes of data with ease.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Flexible pricing models </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">On-demand pricing lets you pay only for the storage and compute that you use. Flat-rate pricing with Reservations enables high-volume users or enterprises to choose price predictability and workload management seamlessly. For more information, see <a href="/web/20210811205355/https://cloud.google.com/bigquery/pricing" class="cws-link" track-name="bigquery pricing" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/pricing" track-metadata-module="all features" track-metadata-module_headline="all features">BigQuery pricing</a> or <a href="/web/20210811205355/https://cloud.google.com/bigquery/docs/custom-quotas" class="cws-link" track-name="cost controls" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/custom-quotas" track-metadata-module="all features" track-metadata-module_headline="all features">cost controls</a>.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Data governance and security </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery's <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/access-control" class="cws-link" track-name="integration with security and privacy services" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/access-control" track-metadata-module="all features" track-metadata-module_headline="all features">integration with security and privacy services</a> from Google Cloud provides strong security and fine-grained governance controls, down to the <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/column-level-security-intro" class="cws-link" track-name="column-level" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/column-level-security-intro" track-metadata-module="all features" track-metadata-module_headline="all features">column-level</a> and <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/row-level-security-intro" class="cws-link" track-name="row-level" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/row-level-security-intro" track-metadata-module="all features" track-metadata-module_headline="all features">row-level</a>. Rest assured knowing your data is <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/encryption-at-rest" class="cws-link" track-name="encrypted" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/encryption-at-rest" track-metadata-module="all features" track-metadata-module_headline="all features">encrypted</a> at rest and in transit by default.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Geo-expansion </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery gives you the option of geographic data control (in US, Asia, and European locations), without the headaches of setting up and managing clusters and other computing resources in-region.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Flexible data ingestion </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Automatically move data from hundreds of popular business SaaS applications into BigQuery for free with Data Transfer Service (DTS) or leverage data integration tools like <a href="/web/20210811205355/https://cloud.google.com/data-fusion" class="cws-link" track-name="cloud data fusion" track-type="inline link" track-metadata-eventdetail="cloud.google.com/data-fusion/" track-metadata-module="all features" track-metadata-module_headline="all features">Cloud Data Fusion</a>, <a href="/web/20210811205355/https://cloud.google.com/datastream" class="cws-link" track-name="datastream" track-type="inline link" track-metadata-eventdetail="cloud.google.com/datastream/" track-metadata-module="all features" track-metadata-module_headline="all features">Datastream</a>, Informatica, Talend, and more. Load and transform data at any scale from hybrid and multicloud applications.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Programmatic interaction </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery provides a REST API for easy programmatic access and application integration. Client libraries are available in Java, Python, Node.js, C#, Go, Ruby, and PHP. Business users can use Google Apps Script to access BigQuery from Sheets.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Rich monitoring and logging </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">BigQuery provides rich monitoring, logging, and alerting through <a href="/web/20210811205355/https://cloud.google.com/logging/docs/audit" class="cws-link" track-name="cloud audit logs" track-type="inline link" track-metadata-eventdetail="cloud.google.com/logging/docs/audit" track-metadata-module="all features" track-metadata-module_headline="all features">Cloud Audit Logs</a> and it can serve as a repository for logs from any application or service using Cloud Logging.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Public datasets </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Google Cloud <a href="/web/20210811205355/https://cloud.google.com/solutions/datasets" class="cws-link" track-name="public datasets" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/datasets/" track-metadata-module="all features" track-metadata-module_headline="all features">Public Datasets</a> offer a powerful data repository of more than 200 high-demand public datasets from different industries. Google provides free storage for all public datasets, and customers can query up to 1 TB of data per month at no cost.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Always-free access </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">The <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/sandbox" class="cws-link" track-name="bigquery sandbox" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/sandbox" track-metadata-module="all features" track-metadata-module_headline="all features">BigQuery sandbox</a> gives you always-free access to the full power of BigQuery subject to certain limits. You can get started without a credit card, or without creating or enabling a billing account for your project. </span> </td> </tr> </tbody> </table> </div> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Pricing" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Pricing</p> <style> .pricing-module__table-header span { color: #202124; } .pricing-module__table-cell { line-height: 30px; } .pricing-module__headline { margin-bottom: 36px; } .pricing-module__pricing-table, .pricing-module__pricing-cta { margin-top: 24px; } </style> <div class="pricing-module" track-metadata-module="pricing" track-metadata-module_headline="pricing"> <div> <div class="pricing-module__headline"> <h3 class="cws-headline--headline-4" id="pricing" data-text=" Pricing "> Pricing </h3> </div> <p class="cws-spacer-0--bottom"> <span class="cws-body--large richtext"> <p>BigQuery charges for data storage, streaming inserts, and querying data, but loading and exporting data are free of charge. For detailed pricing information, please view the <a href="/web/20210811205355/https://cloud.google.com/bigquery/pricing" class="cws-link" track-name="pricing guide" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/pricing" track-metadata-module="pricing" track-metadata-module_headline="pricing">pricing guide.</a> </p> </span> </p> </div> <div class="pricing-module__pricing-table"> <div class="cloud-table-wrapper devsite-table-wrapper"> <table class="cloud-table"> <thead> <tr> <th> <span class="cws-headline--headline-6 pricing-module__table-header"><span class="cws-body richtext">Item</span></span> </th> <th> <span class="cws-headline--headline-6 pricing-module__table-header"><span class="cws-body richtext">Price</span></span> </th> </tr> </thead> <tbody> <tr> <td class="pricing-module__table-cell"> <span class="cws-body richtext">Storage</span> </td> <td class="pricing-module__table-cell"><span class="cws-body richtext"> <p>$0.02 per GB, per month</p> <p>$0.01 per GB, per month for <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/pricing#long-term-storage" class="cws-link" track-name="long-term storage" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/pricing" track-metadata-module="pricing" track-metadata-module_headline="pricing">long-term storage</a> </p> </span></td> </tr> <tr> <td class="pricing-module__table-cell"> <span class="cws-body richtext">Streaming inserts</span> </td> <td class="pricing-module__table-cell"><span class="cws-body richtext">$0.01 per 200 MB</span></td> </tr> <tr> <td class="pricing-module__table-cell"> <span class="cws-body richtext">Loading, copying, or exporting data; metadata operations</span> </td> <td class="pricing-module__table-cell"><span class="cws-body richtext">Free</span></td> </tr> </tbody> </table> </div> <div class="cws-small-text cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>If you pay in a currency other than USD, the prices listed in your currency on <a href="/web/20210811205355/https://cloud.google.com/skus/?currency=USD" class="cws-link" track-name="google cloud skus" track-type="inline link" track-metadata-eventdetail="cloud.google.com/skus/" track-metadata-module="pricing" track-metadata-module_headline="pricing">Google Cloud SKUs</a> apply.</p> </div> </div> <div class="pricing-module__pricing-table"> <div class="cloud-table-wrapper devsite-table-wrapper"> <table class="cloud-table"> <thead> <tr> <th> <span class="cws-headline--headline-6 pricing-module__table-header"><span class="cws-body richtext">Subscription type</span></span> </th> <th> <span class="cws-headline--headline-6 pricing-module__table-header"><span class="cws-body richtext">Price</span></span> </th> </tr> </thead> <tbody> <tr> <td class="pricing-module__table-cell"> <span class="cws-body richtext">Pay-as-you-go</span> </td> <td class="pricing-module__table-cell"><span class="cws-body richtext"> <p>$5 per TB</p> <p>First terabyte (1 TB) per month is free*</p> </span></td> </tr> <tr> <td class="pricing-module__table-cell"> <span class="cws-body richtext">Flat-rate pricing</span> </td> <td class="pricing-module__table-cell"><span class="cws-body richtext"> <p>Starts at $1,700/month for a dedicated reservation of 100 slots.</p> <p>$4 per hour for 100 Flex slots.</p> <p>For more information, see <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/pricing#flat_rate_pricing/" class="cws-link" track-name="flat-rate pricing" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/pricing" track-metadata-module="pricing" track-metadata-module_headline="pricing">flat-rate pricing.</a> </p> </span></td> </tr> </tbody> </table> </div> <div class="cws-small-text cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Additional details: <a href="/web/20210811205355/https://cloud.google.com/bigquery-ml/pricing" class="cws-link" track-name="bigquery ml pricing" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery-ml/pricing" track-metadata-module="pricing" track-metadata-module_headline="pricing">BigQuery ML pricing</a> </p> <p>Non-USD prices listed on <a href="/web/20210811205355/https://cloud.google.com/skus/?currency=USD" class="cws-link" track-name="google cloud skus" track-type="inline link" track-metadata-eventdetail="cloud.google.com/skus/" track-metadata-module="pricing" track-metadata-module_headline="pricing">Google Cloud SKUs</a> </p> <p>* The first 1 TB of data processed with BigQuery each month is free</p> <p> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/bigquery/docs/sandbox" class="cws-link" track-name="bigquery sandbox" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/sandbox" track-metadata-module="pricing" track-metadata-module_headline="pricing">BigQuery sandbox</a> provides free, limited access</p> </div> </div> <div class="cws-small-text cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>BigQuery’s <a href="/web/20210811205355/https://cloud.google.com/bigquery/quotas" class="cws-link" track-name="quota policy" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/quotas" track-metadata-module="pricing" track-metadata-module_headline="pricing">quota policy</a> applies for these operations</p> <p></p> </div> <div class="pricing-module__pricing-cta"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205355/https://cloud.google.com/bigquery/pricing" track-name="view pricing details" track-type="button" track-metadata-eventdetail="cloud.google.com/bigquery/pricing" track-metadata-modifier="low-emphasis"> View pricing details </a> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Partners" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Partners</p> <style> .partners-module .cloud-collapse__panel .cloud-module__description { margin-top: 0; } </style> <div class="partners-module" track-metadata-module="partners" track-metadata-module_headline="partners"> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="cws-spacer-4--bottom"> <h3 class="cws-headline--headline-4" id="partners" data-text=" Partners "> Partners </h3> <p class="cloud-module__description"> <span class="richtext"> <p>From data integration to analytics, Google Cloud partners have integrated their big data services with BigQuery for loading, transforming, and visualizing data.</p> </span> </p> </div> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-12"> <div class="cloud-collapse" expand-cta="Expand all" collapse-cta="Collapse all" style=""> <div class="cws-grid"> <div class="cws-grid__col--span-12"> <div class="cloud-collapse__control-wrapper cloud-collapse__toggle-wrapper"> <button class="cloud-collapse__control cloud-collapse__toggle cloud-link"> Expand all </button> </div> <div class="cloud-collapse__panels"> <section class="expandable expanded" id="0" style=""> <div class="expand-control cloud-collapse__label" track-name="0" track-type="collapse" track-metadata-eventdetail="Data integration"> <h4 class="cloud-collapse__text cws-headline--headline-5" id="data-integration" data-text=" Data integration"> Data integration</h4> </div> <div class="cloud-collapse__panel cws-grid"> <div class="cws-grid__col--span-12"> <div class="cws-grid cws-grid--compact cws-spacer-2--top"> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94Z3An9b3uB-Hnfu7uPjBwqwKMQC73xXNHwl2baumNUjvOWu-A0bP8gTjuzVTois-KHjjeE-" target="_blank" rel="noopener" track-name="confluent logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="data integration" track-metadata-child_index="1" track-metadata-child_total="11"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Confluent logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/xKcH3fBAFQae6DxabOTFq0wS3FFMpuRjq2fEVEZ9mzTKX51E9fmjqyx3aWavWMikfsXiGkeMdto=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/xKcH3fBAFQae6DxabOTFq0wS3FFMpuRjq2fEVEZ9mzTKX51E9fmjqyx3aWavWMikfsXiGkeMdto=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://www.hitachiconsulting.com/alliances/google-cloud.html" target="_blank" rel="noopener" track-name="hitachi logo" track-type="block" track-metadata-eventdetail="www.hitachiconsulting.com/alliances/google-cloud.html" track-metadata-module="partners" track-metadata-module_headline="data integration" track-metadata-child_index="2" track-metadata-child_total="11"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Hitachi logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/mHXqrew5DKKjJ4945JXzbNgBwKDCnsw-gXfg7tK603LTulra8oYtCdZnO1xMN4yHthi0V_kMOVJjCw=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/mHXqrew5DKKjJ4945JXzbNgBwKDCnsw-gXfg7tK603LTulra8oYtCdZnO1xMN4yHthi0V_kMOVJjCw=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94anTke7c_JN9fbR8zElafW5gciiXQGB_CLR5NrX_wJM7omwAiDH-Q3ziGM7GbRjM89PUEm_" target="_blank" rel="noopener" track-name="fivetran logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="data integration" track-metadata-child_index="3" track-metadata-child_total="11"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Fivetran logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/zPqYObIvMUFAUuMFbev0AdGvdbzzQLiCJM0G5c11P0s3eLuLEJVD4MhREtHpLEoMsUo11CZTFkY=e14-rj-sc0xffffff-h40-w144" 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style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://www.zoomdata.com/partners/google-cloud-platform/" target="_blank" rel="noopener" track-name="zoomdata logo" track-type="block" track-metadata-eventdetail="www.zoomdata.com/partners/google-cloud-platform/" track-metadata-module="partners" track-metadata-module_headline="bi and data visualization" track-metadata-child_index="9" track-metadata-child_total="9"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Zoomdata logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/vPoCMNv_18PidSY-CFjWvbq05mh4lDmX0nP-iHD8uSBs6VpBO-1ankokPzv6UugCvcdmBrI3yII=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/vPoCMNv_18PidSY-CFjWvbq05mh4lDmX0nP-iHD8uSBs6VpBO-1ankokPzv6UugCvcdmBrI3yII=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> </div> </div> </div> </section> <section class="expandable" id="2" style=""> <div class="expand-control cloud-collapse__label" track-name="2" track-type="collapse" track-metadata-eventdetail="Consulting partners"> <h4 class="cloud-collapse__text cws-headline--headline-5" id="consulting-partners" data-text=" Consulting partners"> Consulting partners</h4> </div> <div class="cloud-collapse__panel cws-grid"> <div class="cws-grid__col--span-12"> <div class="cws-grid cws-grid--compact cws-spacer-2--top"> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94YIGeMefcXBT2vPwoNNG68_1p3kBjd0_8pVgkEBkrOx4XPN98lSJS558SBk2Vb-39-tEscL" target="_blank" rel="noopener" track-name="capgemini logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="1" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Capgemini logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/pngSvSrj-tRrucmYPUtlmT6HRDHgRqTwu34kEPXw_FiWrDGoPQ3JTFHDp7CWT9c53WkHVbCoUvORLQ=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/pngSvSrj-tRrucmYPUtlmT6HRDHgRqTwu34kEPXw_FiWrDGoPQ3JTFHDp7CWT9c53WkHVbCoUvORLQ=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94YlYEK87ij-zvm-q0vI02qg4DGIJFNaqTVhRir3KxVHMUcL7NW32dPnueOQTXHpBs-sPOSt" target="_blank" rel="noopener" track-name="ctp logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="2" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Ctp logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/ZTChl28ammAdMTHr9Gvg55lGBZZxk8hCJHyAm3OlvHJFHt5_QZc7JA1ytuK1ejNAn_sE4uWTdKhjAA=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/ZTChl28ammAdMTHr9Gvg55lGBZZxk8hCJHyAm3OlvHJFHt5_QZc7JA1ytuK1ejNAn_sE4uWTdKhjAA=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94Yd9hLG1e-Uaw1_2di0f6HeJDzeVRqcdK4WyTZThjVPfByL3W98HB_GWcKZ1_ugmDA8TWCH" target="_blank" rel="noopener" track-name="myers-holum logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="3" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Myers-Holum logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/972UakG0v38OutFo4pWqbNRcq7J3f5cncZaVTFkY-nUhPsd_q1Wh1d83P_SYBPIPr1gJACDDxCI=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/972UakG0v38OutFo4pWqbNRcq7J3f5cncZaVTFkY-nUhPsd_q1Wh1d83P_SYBPIPr1gJACDDxCI=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94bm9gdOHbR98EUeepFWYRUo6JZ7Hh0O5w6hh9nhkq5wnhNqYeg9T-OfBlpMhmixT9Xo-gq-" target="_blank" rel="noopener" track-name="pythian logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="4" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Pythian logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/7jlfMTtKvm9Djat618yCDTSMDqgkJsfRePKanH1oyIJ2kBMgxkSRUjoscFd6WhpzyP-cjUxZULY=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/7jlfMTtKvm9Djat618yCDTSMDqgkJsfRePKanH1oyIJ2kBMgxkSRUjoscFd6WhpzyP-cjUxZULY=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=quantiphi-inc" target="_blank" rel="noopener" track-name="quantiphi logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="5" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="quantiphi logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/gqye5o7T7srhGDuL7-h67vzO6dgAAZ4HbRA3t7GS1ClJ0ohtBiH5vssCNZ4Nk9xCS_igks9SQ7Ox=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/gqye5o7T7srhGDuL7-h67vzO6dgAAZ4HbRA3t7GS1ClJ0ohtBiH5vssCNZ4Nk9xCS_igks9SQ7Ox=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94bYRUFBbBJS3wcY7WWzGlzzJglHli4KaTseqc172kPyYsd5UoOE0M_ZC3_ThwGMeoCK_Y1e" target="_blank" rel="noopener" track-name="sada logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="6" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Sada logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Zg_h5123kwRSpgTzrEdVlPYb9mKpMXY2rb7ZzWgJMzdMWf4w0bk3Fu31mSAlNXdaTbMiPPzvByxK=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Zg_h5123kwRSpgTzrEdVlPYb9mKpMXY2rb7ZzWgJMzdMWf4w0bk3Fu31mSAlNXdaTbMiPPzvByxK=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94Z0VkK_gtI1OoYjv2nRdPTuAlVDSYBBgksms3kwvyBldokl0z2WEzUsPvVM8H9uxOuBeHhS" target="_blank" rel="noopener" track-name="tectonic logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="7" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Tectonic logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Bs4u3W9EUc2dNzX6mQfFj6xGRDNO1QXzk-_3bwFMHrN_zUdvnqDIvmKmL9_M8nZQo0fdkXhr9cc=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/Bs4u3W9EUc2dNzX6mQfFj6xGRDNO1QXzk-_3bwFMHrN_zUdvnqDIvmKmL9_M8nZQo0fdkXhr9cc=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://www.trace3.com/" target="_blank" rel="noopener" track-name="trace logo" track-type="block" track-metadata-eventdetail="www.trace3.com/" track-metadata-module="partners" track-metadata-module_headline="consulting partners" track-metadata-child_index="8" track-metadata-child_total="8"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Trace logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/bkHLRV-w4gVKMxDxz7Ulxexz2QxbGXESKCvTHQyaMdVQcUF0HGDYJASkTkTSSAdMauLG1bd09K8SVw=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/bkHLRV-w4gVKMxDxz7Ulxexz2QxbGXESKCvTHQyaMdVQcUF0HGDYJASkTkTSSAdMauLG1bd09K8SVw=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> </div> </div> </div> </section> <section class="expandable" id="3" style=""> <div class="expand-control cloud-collapse__label" track-name="3" track-type="collapse" track-metadata-eventdetail="Connectors and developer tools"> <h4 class="cloud-collapse__text cws-headline--headline-5" id="connectors-and-developer-tools" data-text=" Connectors and developer tools"> Connectors and developer tools</h4> </div> <div class="cloud-collapse__panel cws-grid"> <div class="cws-grid__col--span-12"> <div class="cws-grid cws-grid--compact cws-spacer-2--top"> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/detail/?id=ACkb94apGnZqer8WyzmgN9QRLqiSaJvqaQc_8BcbD_zsUs3j_meaeq_mumOf8M0Y1xzeUAi1vq_G" target="_blank" rel="noopener" track-name="cdata logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="connectors and developer tools" track-metadata-child_index="1" track-metadata-child_total="3"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Cdata logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/3SIKZ9xrX3oYKsqkZrgp7oFhedE7N8fi6h3dnxU7_EFzOSkZJCB20SU-ohx8AbF5aPbLJv2Tmp7w=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/3SIKZ9xrX3oYKsqkZrgp7oFhedE7N8fi6h3dnxU7_EFzOSkZJCB20SU-ohx8AbF5aPbLJv2Tmp7w=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="/web/20210811205355/https://cloud.google.com/solutions/real-time/fluentd-bigquery" track-name="fluentd logo" track-type="block" track-metadata-eventdetail="cloud.google.com/solutions/real-time/fluentd-bigquery" track-metadata-module="partners" track-metadata-module_headline="connectors and developer tools" track-metadata-child_index="2" track-metadata-child_total="3"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Fluentd logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/3jdSWdwf_5u6ncRIgy0PTzko3hx6vRD7PmiDYluNHCbkXF3TZhZLSBeVoFNQ0FCWs00VTs30cmXYCg=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/3jdSWdwf_5u6ncRIgy0PTzko3hx6vRD7PmiDYluNHCbkXF3TZhZLSBeVoFNQ0FCWs00VTs30cmXYCg=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210811205355/https://www.simba.com/drivers/bigquery-odbc-jdbc/" target="_blank" rel="noopener" track-name="simba logo" track-type="block" track-metadata-eventdetail="www.simba.com/drivers/bigquery-odbc-jdbc/" track-metadata-module="partners" track-metadata-module_headline="connectors and developer tools" track-metadata-child_index="3" track-metadata-child_total="3"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Simba logo" class="" src="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/0WQVAbPVeGUe4DljFdB_sCd3bK364qG85eM5Gu-U3PqW9qGNzCKaCN-DtozXaacxgDE1_L7BZ-P7gg=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811205355im_/https://lh3.googleusercontent.com/0WQVAbPVeGUe4DljFdB_sCd3bK364qG85eM5Gu-U3PqW9qGNzCKaCN-DtozXaacxgDE1_L7BZ-P7gg=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> </div> </div> </div> </section> </div> </div> </div> </div> <div class="cws-spacer-4--top"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/" target="_blank" rel="noopener" track-name="see all partners" track-type="button" track-metadata-eventdetail="cloud.withgoogle.com/partners/" track-metadata-modifier="low-emphasis"> See all partners </a> </div> </div> </div> </div> </div> </section> <section class="module-section"> <style> .legal-module__disclaimer { border-top: 1px solid #dadce0; } .legal-module__disclaimer-footnote { margin-top: 24px; } </style> <div class="legal-module cws-grid" track-metadata-module="legal"> <div class="legal-module__disclaimer cws-grid__col--span-8 "> <div class="legal-module__disclaimer-footnote"> <span class="cws-small-text richtext">A product or feature listed on this page is in preview. For more information on our product launch stages, see <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products#product-launch-stages" class="cws-link" track-name="here" track-type="inline link" track-metadata-eventdetail="cloud.google.com/products" track-metadata-module="legal">here</a>.</span> </div> </div> </div> </section> </div> <section class="cloud-content-footer"> <div class="cloud-jump-section" data-cloud-main-text="Take the next step" data-cloud-is-subtitle-linked="true"> <style> .ankle-module__headline { margin-bottom: 28px; } .ankle-module__description { margin-bottom: 48px; } .ankle-module__buttons-wrap { display: flex; flex-wrap: wrap; gap: 32px; } .ankle-module__buttons { display: inline-block; } .ankle-module__richtext-cta { align-self: center; display: inline-block; } .ankle-module__richtext-cta p { margin-top: 0; } .ankle-module__content { padding: 60px 0; } .ankle-module__link-list { list-style: none; padding: 0; } .ankle-module__link-list-item:first-child { margin: 0; } .ankle-module__link-list-item { margin: 24px 0 0; } .ankle-module__link-list-item-label { margin-bottom: 8px; } @media (min-width: 767px) { .ankle-module__links { border-left: 1px solid #dadce0; } .ankle-module__link-list { padding: 4px 24px; } } @media (min-width: 1280px) { .ankle-module__link-list-item { margin: 36px 0 0; } } @media (max-width: 600px) { .ankle-module__links { margin-top: 24px; } } </style> <div class="ankle-module cws-fullbleed cloud-background-color-grey-50" track-metadata-module="take the next step"> <div class="cws-page"> <div class="ankle-module__content cloud-jump-content cws-grid"> <div class="cws-grid__col--span-6"> <h3 class="cws-headline--headline-4 ankle-module__headline" id="take-the-next-step" data-text=" Take the next step "> Take the next step </h3> <p class="cws-body--large ankle-module__description"> Start building on Google Cloud with $300 in free credits and 20+ always free products. </p> <div class="ankle-module__buttons-wrap"> <div class="ankle-module__buttons"> <a class="cws-button cws-button--high-emphasis" href="https://web.archive.org/web/20210811205355/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try bigquery free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try BigQuery free </a> </div> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--offset-7 ankle-module__links"> <ul class="ankle-module__link-list"> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Need help getting started? </div> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/contact/" track-name="contact sales" track-type="ankle link" track-metadata-eventdetail="cloud.google.com/contact/" track-metadata-module="take the next step" track-metadata-child_index="1" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> Contact sales </a> </li> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Work with a trusted partner </div> <a href="https://web.archive.org/web/20210811205355/https://cloud.withgoogle.com/partners/" target="_blank" rel="noopener" track-name="find a partner" track-type="ankle link" track-metadata-eventdetail="cloud.withgoogle.com/partners/" track-metadata-module="take the next step" track-metadata-child_index="2" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> Find a partner </a> </li> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Continue browsing </div> <a href="https://web.archive.org/web/20210811205355/https://cloud.google.com/products/" track-name="see all products" track-type="ankle link" track-metadata-eventdetail="cloud.google.com/products/" track-metadata-module="take the next step" track-metadata-child_index="3" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> See all products </a> </li> </ul> </div> </div> </div> </div> </div> </section> </article>  <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> </article> </devsite-content> </main> <devsite-footer-promos class="devsite-footer"> </devsite-footer-promos> <devsite-footer-linkboxes class="devsite-footer"> <nav class="devsite-footer-linkboxes nocontent" aria-label="Footer links"> <ul class="devsite-footer-linkboxes-list"> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Why Google</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/web/20210811205355/https://cloud.google.com/why-google-cloud/" 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