Manage data exchanges | BigQuery

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SQL</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/interactive-sql-translator" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/interactive-sql-translator" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/interactive-sql-translator" ><span class="devsite-nav-text" tooltip>Translate SQL queries interactively</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/api-sql-translator" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/api-sql-translator" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/api-sql-translator" ><span class="devsite-nav-text" tooltip>Translate SQL queries using the API</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/batch-sql-translator" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/batch-sql-translator" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/batch-sql-translator" ><span class="devsite-nav-text" tooltip>Translate SQL queries in batch</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-metadata" ><span class="devsite-nav-text" tooltip>Generate metadata for translation and assessment</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/config-yaml-translation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/config-yaml-translation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/config-yaml-translation" ><span class="devsite-nav-text" tooltip>Transform SQL translations with YAML</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/output-name-mapping" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/output-name-mapping" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/output-name-mapping" ><span class="devsite-nav-text" tooltip>Map SQL object names for batch translation</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration guides</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Amazon Redshift</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/migration/redshift-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift-overview" ><span class="devsite-nav-text" tooltip>Migration overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/redshift" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift" ><span class="devsite-nav-text" tooltip>Migrate Amazon Redshift schema and data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/redshift-vpc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift-vpc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift-vpc" ><span class="devsite-nav-text" tooltip>Migrate Amazon Redshift schema and data when using a VPC</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/redshift-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/redshift-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/redshift-sql" ><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Apache Hive</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/migration/hive-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/hive-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/hive-overview" ><span class="devsite-nav-text" tooltip>Migration overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/hive" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/hive" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/hive" ><span class="devsite-nav-text" tooltip>Migrate Apache Hive schema and data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/hive-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/hive-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/hive-sql" ><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>IBM Netezza</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/migration/netezza" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/netezza" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/netezza" ><span class="devsite-nav-text" tooltip>Migrate from IBM Netezza</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/netezza-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/netezza-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/netezza-sql" ><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Oracle</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/migration/oracle-migration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/oracle-migration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/oracle-migration" ><span class="devsite-nav-text" tooltip>Migration guide</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/oracle-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/oracle-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/oracle-sql" ><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Snowflake</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/migration/snowflake-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/snowflake-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/snowflake-overview" ><span class="devsite-nav-text" tooltip>Migration guide</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/snowflake-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/snowflake-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/snowflake-sql" ><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Teradata</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/migration/teradata-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata-overview" ><span class="devsite-nav-text" tooltip>Migration overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/teradata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata" ><span class="devsite-nav-text" tooltip>Migrate Teradata schema and data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/teradata-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata-tutorial" ><span class="devsite-nav-text" tooltip>Migration tutorial</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/migration/teradata-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/migration/teradata-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/migration/teradata-sql" ><span class="devsite-nav-text" tooltip>SQL translation reference</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Design</span> </div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/resource-hierarchy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/resource-hierarchy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/resource-hierarchy" ><span class="devsite-nav-text" tooltip>Organize resources</span></a></li> <li class="devsite-nav-item"><a href="/bigquery/docs/editions-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/editions-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/editions-intro" ><span class="devsite-nav-text" tooltip>Understand editions</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Datasets</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/datasets-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/datasets-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/datasets-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/datasets" ><span class="devsite-nav-text" tooltip>Create datasets</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/listing-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/listing-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/listing-datasets" ><span class="devsite-nav-text" tooltip>List datasets</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/updating-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/updating-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/updating-datasets" ><span class="devsite-nav-text" tooltip>Update dataset properties</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/data-replication" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-replication" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-replication" ><span class="devsite-nav-text" tooltip>Cross-region replication</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/managed-disaster-recovery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managed-disaster-recovery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managed-disaster-recovery" ><span class="devsite-nav-text" tooltip>Managed disaster recovery</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/time-travel" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/time-travel" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/time-travel" ><span class="devsite-nav-text" tooltip>Dataset data retention</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>BigQuery tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/tables-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/tables-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/tables-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/tables" ><span class="devsite-nav-text" tooltip>Create and use tables</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/iceberg-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/iceberg-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/iceberg-tables" ><span class="devsite-nav-text" tooltip>BigQuery tables for Apache Iceberg</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Specify table schemas</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/schemas" ><span class="devsite-nav-text" tooltip>Specify a schema</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/nested-repeated" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/nested-repeated" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/nested-repeated" ><span class="devsite-nav-text" tooltip>Specify nested and repeated columns</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/schema-detect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/schema-detect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/schema-detect" ><span class="devsite-nav-text" tooltip>Auto-detect schemas</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-table-schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-table-schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-table-schemas" ><span class="devsite-nav-text" tooltip>Modify table schemas</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/default-values" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/default-values" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/default-values" ><span class="devsite-nav-text" tooltip>Specify default column values</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Segment with partitioned tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/partitioned-tables" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/creating-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/creating-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/creating-partitioned-tables" ><span class="devsite-nav-text" tooltip>Create partitioned tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-partitioned-tables" ><span class="devsite-nav-text" tooltip>Manage partitioned tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/querying-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/querying-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/querying-partitioned-tables" ><span class="devsite-nav-text" tooltip>Query partitioned tables</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize with clustered tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/clustered-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/clustered-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/clustered-tables" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/creating-clustered-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/creating-clustered-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/creating-clustered-tables" ><span class="devsite-nav-text" tooltip>Create and use clustered tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/querying-clustered-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/querying-clustered-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/querying-clustered-tables" ><span class="devsite-nav-text" tooltip>Query clustered tables</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>External tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/external-data-sources" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-sources" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-sources" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Types of external tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/biglake-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/biglake-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/biglake-intro" ><span class="devsite-nav-text" tooltip>BigLake external tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/omni-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-introduction" ><span class="devsite-nav-text" tooltip>BigQuery Omni</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/object-table-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-table-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-table-introduction" ><span class="devsite-nav-text" tooltip>Object tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/external-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-tables" ><span class="devsite-nav-text" tooltip>External tables</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/external-table-definition" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-table-definition" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-table-definition" ><span class="devsite-nav-text" tooltip>External table definition file</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/hive-partitioned-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hive-partitioned-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hive-partitioned-queries" ><span class="devsite-nav-text" tooltip>Externally partitioned data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/metadata-caching" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/metadata-caching" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/metadata-caching" ><span class="devsite-nav-text" tooltip>Use metadata caching</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/omni-aws-create-external-table" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-aws-create-external-table" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-aws-create-external-table" ><span class="devsite-nav-text" tooltip>Amazon S3 BigLake external tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/iceberg-external-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/iceberg-external-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/iceberg-external-tables" ><span class="devsite-nav-text" tooltip>BigLake external tables for Apache Iceberg</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/omni-azure-create-external-table" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-azure-create-external-table" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-azure-create-external-table" ><span class="devsite-nav-text" tooltip>Azure Blob Storage BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/create-bigtable-external-table" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-bigtable-external-table" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-bigtable-external-table" ><span class="devsite-nav-text" tooltip>Bigtable external table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/create-cloud-storage-table-biglake" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-cloud-storage-table-biglake" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-cloud-storage-table-biglake" ><span class="devsite-nav-text" tooltip>BigLake external tables for Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/object-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-tables" ><span class="devsite-nav-text" tooltip>Cloud Storage object tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/external-data-cloud-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-cloud-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-cloud-storage" ><span class="devsite-nav-text" tooltip>Cloud Storage external tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/create-delta-lake-table" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-delta-lake-table" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-delta-lake-table" ><span class="devsite-nav-text" tooltip>Delta Lake BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/external-data-drive" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-drive" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-drive" ><span class="devsite-nav-text" tooltip>Google Drive external tables</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Views</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Logical views</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/views-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/views-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/views-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/views" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/views" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/views" ><span class="devsite-nav-text" tooltip>Create views</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/view-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/view-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/view-metadata" ><span class="devsite-nav-text" tooltip>Get information about views</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-views" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-views" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-views" ><span class="devsite-nav-text" tooltip>Manage views</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Materialized views</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/materialized-views-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/materialized-views-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-create" ><span class="devsite-nav-text" tooltip>Create materialized views</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/materialized-view-replicas-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-view-replicas-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-view-replicas-create" ><span class="devsite-nav-text" tooltip>Create materialized view replicas</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/materialized-views-use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-use" ><span class="devsite-nav-text" tooltip>Use materialized views</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Routines</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/routines" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/routines" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/routines" ><span class="devsite-nav-text" tooltip>Manage routines</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/user-defined-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/user-defined-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/user-defined-functions" ><span class="devsite-nav-text" tooltip>User-defined functions</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/user-defined-aggregates" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/user-defined-aggregates" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/user-defined-aggregates" ><span class="devsite-nav-text" tooltip>User-defined aggregate functions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-functions" ><span class="devsite-nav-text" tooltip>Table functions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/remote-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/remote-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/remote-functions" ><span class="devsite-nav-text" tooltip>Remote functions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/procedures" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/procedures" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/procedures" ><span class="devsite-nav-text" tooltip>SQL stored procedures</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/spark-procedures" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/spark-procedures" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/spark-procedures" ><span class="devsite-nav-text" tooltip>Stored procedures for Apache Spark</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/remote-functions-translation-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/remote-functions-translation-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/remote-functions-translation-tutorial" ><span class="devsite-nav-text" tooltip>Remote functions and Translation API tutorial</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Connections</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/connections-api-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connections-api-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connections-api-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/omni-aws-create-connection" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-aws-create-connection" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-aws-create-connection" ><span class="devsite-nav-text" tooltip>Amazon S3 connection</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/connect-to-spark" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-spark" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-spark" ><span class="devsite-nav-text" tooltip>Apache Spark connection</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/omni-azure-create-connection" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-azure-create-connection" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-azure-create-connection" ><span class="devsite-nav-text" tooltip>Azure Blob Storage connection</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/create-cloud-resource-connection" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-cloud-resource-connection" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-cloud-resource-connection" ><span class="devsite-nav-text" tooltip>Cloud resource connection</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/connect-to-spanner" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-spanner" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-spanner" ><span class="devsite-nav-text" tooltip>Spanner connection</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/connect-to-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-sql" ><span class="devsite-nav-text" tooltip>Cloud SQL connection</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/connect-to-alloydb" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-alloydb" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-alloydb" ><span class="devsite-nav-text" tooltip>AlloyDB connection</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/connect-to-sap-datasphere" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connect-to-sap-datasphere" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connect-to-sap-datasphere" ><span class="devsite-nav-text" tooltip>SAP Datasphere connection</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/working-with-connections" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/working-with-connections" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/working-with-connections" ><span class="devsite-nav-text" tooltip>Manage connections</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/connections-with-network-attachment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connections-with-network-attachment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connections-with-network-attachment" ><span class="devsite-nav-text" tooltip>Configure connections with network attachments</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Indexes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Search indexes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/search-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/search-index" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-index" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-index" ><span class="devsite-nav-text" tooltip>Manage search indexes</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Vector indexes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/vector-search-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-search-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-search-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/vector-index" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-index" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-index" ><span class="devsite-nav-text" tooltip>Manage vector indexes</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Load, transform, and export</span> </div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/load-transform-export-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-transform-export-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-transform-export-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Load data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>BigQuery Data Transfer Service</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/dts-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/dts-locations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-locations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-locations" ><span class="devsite-nav-text" tooltip>Data location and transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/dts-authentication-authorization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-authentication-authorization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-authentication-authorization" ><span class="devsite-nav-text" tooltip>Authorize transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/enable-transfer-service" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/enable-transfer-service" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/enable-transfer-service" ><span class="devsite-nav-text" tooltip>Enable transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/working-with-transfers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/working-with-transfers" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/working-with-transfers" ><span class="devsite-nav-text" tooltip>Manage transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/transfer-run-notifications" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transfer-run-notifications" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transfer-run-notifications" ><span class="devsite-nav-text" tooltip>Transfer run notifications</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/transfer-troubleshooting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transfer-troubleshooting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transfer-troubleshooting" ><span class="devsite-nav-text" tooltip>Troubleshoot transfer configurations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/use-service-accounts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/use-service-accounts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/use-service-accounts" ><span class="devsite-nav-text" tooltip>Use service accounts</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/third-party-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/third-party-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/third-party-transfer" ><span class="devsite-nav-text" tooltip>Use third-party transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/transfer-custom-constraints" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transfer-custom-constraints" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transfer-custom-constraints" ><span class="devsite-nav-text" tooltip>Use custom organization policies</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/transfer-changes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transfer-changes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transfer-changes" ><span class="devsite-nav-text" tooltip>Data source change log</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transfer guides</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Amazon S3</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/s3-transfer-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/s3-transfer-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/s3-transfer-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/s3-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/s3-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/s3-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/s3-transfer-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/s3-transfer-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/s3-transfer-parameters" ><span class="devsite-nav-text" tooltip>Transfer runtime parameters</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Azure Blob Storage</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/blob-storage-transfer-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/blob-storage-transfer-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/blob-storage-transfer-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/blob-storage-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/blob-storage-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/blob-storage-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/blob-storage-transfer-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/blob-storage-transfer-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/blob-storage-transfer-parameters" ><span class="devsite-nav-text" tooltip>Transfer runtime parameters</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Campaign Manager</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/doubleclick-campaign-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-campaign-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-campaign-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/doubleclick-campaign-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-campaign-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-campaign-transformation" ><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Cloud Storage</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/cloud-storage-transfer-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cloud-storage-transfer-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cloud-storage-transfer-overview" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/cloud-storage-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cloud-storage-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cloud-storage-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/gcs-transfer-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/gcs-transfer-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/gcs-transfer-parameters" ><span class="devsite-nav-text" tooltip>Transfer runtime parameters</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Comparison Shopping Service Center</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/css-center-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/css-center-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/css-center-transfer" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/css-center-transfer-schedule-transfers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/css-center-transfer-schedule-transfers" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/css-center-transfer-schedule-transfers" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/css-center-products-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/css-center-products-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/css-center-products-schema" ><span class="devsite-nav-text" tooltip>Transfer report schema</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Display & Video 360</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/display-video-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/display-video-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/display-video-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/display-video-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/display-video-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/display-video-transformation" ><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Facebook Ads</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/facebook-ads-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/facebook-ads-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/facebook-ads-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/facebook-ads-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/facebook-ads-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/facebook-ads-transformation" ><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Ad Manager</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/doubleclick-publisher-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-publisher-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-publisher-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/doubleclick-publisher-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/doubleclick-publisher-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/doubleclick-publisher-transformation" ><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Ads</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/google-ads-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/google-ads-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/google-ads-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/google-ads-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/google-ads-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/google-ads-transformation" ><span class="devsite-nav-text" tooltip>Report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Merchant Center</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-transfer" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-transfer-schedule-transfers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-transfer-schedule-transfers" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-transfer-schedule-transfers" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transfer report schema</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-best-sellers-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-best-sellers-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-best-sellers-schema" ><span class="devsite-nav-text" tooltip>Best Sellers table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-local-inventories-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-local-inventories-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-local-inventories-schema" ><span class="devsite-nav-text" tooltip>Local Inventories table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-performance-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-performance-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-performance-schema" ><span class="devsite-nav-text" tooltip>Performance table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-price-benchmarks-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-price-benchmarks-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-price-benchmarks-schema" ><span class="devsite-nav-text" tooltip>Price Benchmarks table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-price-competitiveness-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-price-competitiveness-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-price-competitiveness-schema" ><span class="devsite-nav-text" tooltip>Price Competitiveness table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-price-insights-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-price-insights-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-price-insights-schema" ><span class="devsite-nav-text" tooltip>Price Insights table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-product-inventory-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-product-inventory-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-product-inventory-schema" ><span class="devsite-nav-text" tooltip>Product Inventory table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-product-targeting-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-product-targeting-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-product-targeting-schema" ><span class="devsite-nav-text" tooltip>Product Targeting table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-products-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-products-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-products-schema" ><span class="devsite-nav-text" tooltip>Products table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-regional-inventories-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-regional-inventories-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-regional-inventories-schema" ><span class="devsite-nav-text" tooltip>Regional Inventories table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-top-brands-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-top-brands-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-top-brands-schema" ><span class="devsite-nav-text" tooltip>Top Brands table</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/merchant-center-top-products-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/merchant-center-top-products-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/merchant-center-top-products-schema" ><span class="devsite-nav-text" tooltip>Top Products table</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Play</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/play-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/play-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/play-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/play-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/play-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/play-transformation" ><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Oracle</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/oracle-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/oracle-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/oracle-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Salesforce</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/salesforce-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/salesforce-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/salesforce-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Salesforce Marketing Cloud</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/sfmc-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sfmc-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sfmc-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Search Ads 360</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/search-ads-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-ads-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-ads-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/search-ads-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-ads-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-ads-transformation" ><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/search-ads-migration-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search-ads-migration-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search-ads-migration-guide" ><span class="devsite-nav-text" tooltip>Migration guide</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>ServiceNow</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/servicenow-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/servicenow-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/servicenow-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>YouTube channel</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/youtube-channel-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-channel-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-channel-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/youtube-channel-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-channel-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-channel-transformation" ><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>YouTube content owner</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/youtube-content-owner-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-content-owner-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-content-owner-transfer" ><span class="devsite-nav-text" tooltip>Schedule transfers</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/youtube-content-owner-transformation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/youtube-content-owner-transformation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/youtube-content-owner-transformation" ><span class="devsite-nav-text" tooltip>Transfer report transformation</span></a></li></ul></div></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Batch load data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/batch-loading-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/batch-loading-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/batch-loading-data" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data-cloud-storage-avro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-avro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-avro" ><span class="devsite-nav-text" tooltip>Load Avro data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data-cloud-storage-parquet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-parquet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-parquet" ><span class="devsite-nav-text" tooltip>Load Parquet data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data-cloud-storage-orc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-orc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-orc" ><span class="devsite-nav-text" tooltip>Load ORC data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data-cloud-storage-csv" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-csv" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-csv" ><span class="devsite-nav-text" tooltip>Load CSV data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data-cloud-storage-json" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-storage-json" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-storage-json" ><span class="devsite-nav-text" tooltip>Load JSON data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/hive-partitioned-loads-gcs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hive-partitioned-loads-gcs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hive-partitioned-loads-gcs" ><span class="devsite-nav-text" tooltip>Load externally partitioned data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data-cloud-datastore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-datastore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-datastore" ><span class="devsite-nav-text" tooltip>Load data from a Datastore export</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/loading-data-cloud-firestore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/loading-data-cloud-firestore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/loading-data-cloud-firestore" ><span class="devsite-nav-text" tooltip>Load data from a Firestore export</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/write-api-batch-load" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-batch-load" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-batch-load" ><span class="devsite-nav-text" tooltip>Load data using the Storage Write API</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/load-data-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-partitioned-tables" ><span class="devsite-nav-text" tooltip>Load data into partitioned tables</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Write and read data with the Storage API</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/reference/storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/storage" ><span class="devsite-nav-text" tooltip>Read data with the Storage Read API</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Write data with the Storage Write API</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/write-api" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/write-api-streaming" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-streaming" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-streaming" ><span class="devsite-nav-text" tooltip>Stream data with the Storage Write API</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/write-api-batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-batch" ><span class="devsite-nav-text" tooltip>Batch load data with the Storage Write API</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/write-api-best-practices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-api-best-practices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-api-best-practices" ><span class="devsite-nav-text" tooltip>Best practices</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/change-data-capture" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/change-data-capture" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/change-data-capture" ><span class="devsite-nav-text" tooltip>Stream updates with change data capture</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/streaming-data-into-bigquery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/streaming-data-into-bigquery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/streaming-data-into-bigquery" ><span class="devsite-nav-text" tooltip>Use the legacy streaming API</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/load-data-google-services" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-google-services" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-google-services" ><span class="devsite-nav-text" tooltip>Load data from other Google services</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/automatic-discovery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/automatic-discovery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/automatic-discovery" ><span class="devsite-nav-text" tooltip>Discover and catalog Cloud Storage data</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/load-data-third-party" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-third-party" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-third-party" ><span class="devsite-nav-text" tooltip>Load data using third-party apps</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/load-data-using-cross-cloud-transfer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/load-data-using-cross-cloud-transfer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/load-data-using-cross-cloud-transfer" ><span class="devsite-nav-text" tooltip>Load data using cross-cloud operations</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transform data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/transform-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transform-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transform-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prepare data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/data-prep-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-prep-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-prep-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/data-prep-get-suggestions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-prep-get-suggestions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-prep-get-suggestions" ><span class="devsite-nav-text" tooltip>Prepare data with Gemini</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-manipulation-language" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-manipulation-language" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-manipulation-language" ><span class="devsite-nav-text" tooltip>Transform with DML</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/using-dml-with-partitioned-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/using-dml-with-partitioned-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/using-dml-with-partitioned-tables" ><span class="devsite-nav-text" tooltip>Transform data in partitioned tables</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/change-history" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/change-history" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/change-history" ><span class="devsite-nav-text" tooltip>Work with change history</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Transform data with workflows</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/workflows-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/workflows-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/workflows-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/create-workflows" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-workflows" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-workflows" ><span class="devsite-nav-text" tooltip>Create workflows</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Export data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/export-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/export-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-file" ><span class="devsite-nav-text" tooltip>Export query results</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/exporting-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/exporting-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/exporting-data" ><span class="devsite-nav-text" tooltip>Export to Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/export-to-bigtable" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-to-bigtable" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-to-bigtable" ><span class="devsite-nav-text" tooltip>Export to Bigtable</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/export-to-spanner" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-to-spanner" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-to-spanner" ><span class="devsite-nav-text" tooltip>Export to Spanner</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/export-to-pubsub" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-to-pubsub" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-to-pubsub" ><span class="devsite-nav-text" tooltip>Export to Pub/Sub</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/protobuf-export" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/protobuf-export" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/protobuf-export" ><span class="devsite-nav-text" tooltip>Export as Protobuf columns</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Analyze</span> </div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/query-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-overview" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Query BigQuery data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/running-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/running-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/running-queries" ><span class="devsite-nav-text" tooltip>Run a query</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-canvas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-canvas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-canvas" ><span class="devsite-nav-text" tooltip>Analyze with a data canvas</span></a></li><li class="devsite-nav-item"><a 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pathname: /bigquery/docs/table-explorer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-explorer" ><span class="devsite-nav-text" tooltip>Create queries with table explorer</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/writing-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/writing-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/writing-results" ><span class="devsite-nav-text" tooltip>Write query results</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-profile-scan" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-profile-scan" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-profile-scan" ><span class="devsite-nav-text" tooltip>Generate profile insights</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-insights" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-insights" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-insights" ><span class="devsite-nav-text" tooltip>Generate data insights</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Query data with SQL</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/introduction-sql" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/introduction-sql" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/introduction-sql" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/arrays" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arrays" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arrays" ><span class="devsite-nav-text" tooltip>Arrays</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/json-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/json-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/json-data" ><span class="devsite-nav-text" tooltip>JSON data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/sketches" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sketches" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sketches" ><span class="devsite-nav-text" tooltip>Sketches</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/multi-statement-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/multi-statement-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/multi-statement-queries" ><span class="devsite-nav-text" tooltip>Multi-statement queries</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/pipe-syntax" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/pipe-syntax" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/pipe-syntax" ><span class="devsite-nav-text" tooltip>Pipe syntax</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/recursive-ctes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/recursive-ctes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/recursive-ctes" ><span class="devsite-nav-text" tooltip>Recursive CTEs</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/table-sampling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-sampling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-sampling" ><span class="devsite-nav-text" tooltip>Table sampling</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/working-with-time-series" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/working-with-time-series" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/working-with-time-series" ><span class="devsite-nav-text" tooltip>Time series</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/transactions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transactions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transactions" ><span class="devsite-nav-text" tooltip>Transactions</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Save queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/saved-queries-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/saved-queries-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/saved-queries-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/work-with-saved-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/work-with-saved-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/work-with-saved-queries" ><span class="devsite-nav-text" tooltip>Create saved queries</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Continuous queries</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/continuous-queries-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/continuous-queries-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/continuous-queries-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/continuous-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/continuous-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/continuous-queries" ><span class="devsite-nav-text" tooltip>Create continuous queries</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Search data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/search" ><span class="devsite-nav-text" tooltip>Search indexed data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/text-analysis-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/text-analysis-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/text-analysis-search" ><span class="devsite-nav-text" tooltip>Work with text analyzers</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/cached-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cached-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cached-results" ><span class="devsite-nav-text" tooltip>Use cached results</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/parameterized-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/parameterized-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/parameterized-queries" ><span class="devsite-nav-text" tooltip>Run parameterized queries</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/querying-wildcard-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/querying-wildcard-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/querying-wildcard-tables" ><span class="devsite-nav-text" tooltip>Query with wildcard tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/access-historical-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/access-historical-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/access-historical-data" ><span class="devsite-nav-text" tooltip>Access historical data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/troubleshoot-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/troubleshoot-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/troubleshoot-queries" ><span class="devsite-nav-text" tooltip>Troubleshoot queries</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-performance-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-overview" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-plan-explanation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-plan-explanation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-plan-explanation" ><span class="devsite-nav-text" tooltip>Use the query plan explanation</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-insights" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-insights" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-insights" ><span class="devsite-nav-text" tooltip>Get query performance insights</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-performance-compute" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-compute" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-compute" ><span class="devsite-nav-text" tooltip>Optimize query computation</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/history-based-optimizations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/history-based-optimizations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/history-based-optimizations" ><span class="devsite-nav-text" tooltip>Use history-based optimizations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-storage" ><span class="devsite-nav-text" tooltip>Optimize storage</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bi-engine-query" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-query" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-query" ><span class="devsite-nav-text" tooltip>Use BI Engine</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-performance-nested" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-nested" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-nested" ><span class="devsite-nav-text" tooltip>Use nested and repeated data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-performance-functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-performance-functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-performance-functions" ><span class="devsite-nav-text" tooltip>Optimize functions</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Query external data sources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/manage-open-source-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-open-source-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-open-source-metadata" ><span class="devsite-nav-text" tooltip>Manage open source metadata</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use external tables and datasets</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Amazon S3 data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/query-aws-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-aws-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-aws-data" ><span class="devsite-nav-text" tooltip>Query Amazon S3 data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/omni-aws-export-results-to-s3" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-aws-export-results-to-s3" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-aws-export-results-to-s3" ><span class="devsite-nav-text" tooltip>Export query results to Amazon S3</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-iceberg-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-iceberg-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-iceberg-data" ><span class="devsite-nav-text" tooltip>Query Apache Iceberg data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-open-table-format-using-manifest-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-open-table-format-using-manifest-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-open-table-format-using-manifest-files" ><span class="devsite-nav-text" tooltip>Query open table formats with manifests</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Azure Blob Storage data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/query-azure-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-azure-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-azure-data" ><span class="devsite-nav-text" tooltip>Query Azure Blob Storage data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/omni-azure-export-results-to-azure-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/omni-azure-export-results-to-azure-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/omni-azure-export-results-to-azure-storage" ><span class="devsite-nav-text" tooltip>Export query results to Azure Blob Storage</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/external-data-bigtable" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/external-data-bigtable" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/external-data-bigtable" ><span class="devsite-nav-text" tooltip>Query Cloud Bigtable data</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Cloud Storage data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/query-cloud-storage-using-biglake" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-cloud-storage-using-biglake" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-cloud-storage-using-biglake" ><span class="devsite-nav-text" tooltip>Query Cloud Storage data in BigLake tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-cloud-storage-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-cloud-storage-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-cloud-storage-data" ><span class="devsite-nav-text" tooltip>Query Cloud Storage data in external tables</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/salesforce-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/salesforce-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/salesforce-quickstart" ><span class="devsite-nav-text" tooltip>Work with Salesforce Data Cloud data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-drive-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-drive-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-drive-data" ><span class="devsite-nav-text" tooltip>Query Google Drive data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/glue-federated-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/glue-federated-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/glue-federated-datasets" ><span class="devsite-nav-text" tooltip>Create AWS Glue federated datasets</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/spanner-external-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/spanner-external-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/spanner-external-datasets" ><span class="devsite-nav-text" tooltip>Create Spanner external datasets</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Run federated queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/federated-queries-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/federated-queries-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/federated-queries-intro" ><span class="devsite-nav-text" tooltip>Federated queries</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/sap-datasphere-federated-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sap-datasphere-federated-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sap-datasphere-federated-queries" ><span class="devsite-nav-text" tooltip>Query SAP Datasphere data</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/alloydb-federated-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/alloydb-federated-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/alloydb-federated-queries" ><span class="devsite-nav-text" tooltip>Query AlloyDB data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/spanner-federated-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/spanner-federated-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/spanner-federated-queries" ><span class="devsite-nav-text" tooltip>Query Spanner data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/cloud-sql-federated-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/cloud-sql-federated-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/cloud-sql-federated-queries" ><span class="devsite-nav-text" tooltip>Query Cloud SQL data</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/object-table-remote-function" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-table-remote-function" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-table-remote-function" ><span class="devsite-nav-text" tooltip>Analyze object tables by using remote functions</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Work with sessions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/sessions-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/sessions-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-create" ><span class="devsite-nav-text" tooltip>Create sessions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/sessions-write-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-write-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-write-queries" ><span class="devsite-nav-text" tooltip>Write queries in sessions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/sessions-run-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-run-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-run-queries" ><span class="devsite-nav-text" tooltip>Run queries in sessions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/sessions-terminating" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-terminating" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-terminating" ><span class="devsite-nav-text" tooltip>Terminate sessions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/sessions-view-history" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-view-history" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-view-history" ><span class="devsite-nav-text" tooltip>View query history in sessions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/sessions-get-ids" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/sessions-get-ids" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/sessions-get-ids" ><span class="devsite-nav-text" tooltip>Find sessions</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use geospatial analytics</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/geospatial-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/geospatial-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-data" ><span class="devsite-nav-text" tooltip>Work with geospatial analytics</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-spatial-analysis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-spatial-analysis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-spatial-analysis" ><span class="devsite-nav-text" tooltip>Best practices for spatial analysis</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/geospatial-visualize" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-visualize" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-visualize" ><span class="devsite-nav-text" tooltip>Visualize geospatial data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/grid-systems-spatial-analysis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/grid-systems-spatial-analysis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/grid-systems-spatial-analysis" ><span class="devsite-nav-text" tooltip>Grid systems for spatial analysis</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reference/standard-sql/geography_functions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/standard-sql/geography_functions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/standard-sql/geography_functions" ><span class="devsite-nav-text" tooltip>Geospatial analytics syntax reference</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Geospatial analytics tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/geospatial-get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-get-started" ><span class="devsite-nav-text" tooltip>Get started with geospatial analytics</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/geospatial-tutorial-hurricane" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/geospatial-tutorial-hurricane" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/geospatial-tutorial-hurricane" ><span class="devsite-nav-text" tooltip>Use geospatial analytics to plot a hurricane's path</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use notebooks</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/programmatic-analysis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/programmatic-analysis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/programmatic-analysis" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use Colab notebooks</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/notebooks-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/notebooks-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/notebooks-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/create-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-notebooks" ><span class="devsite-nav-text" tooltip>Create notebooks</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/explore-data-colab" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/explore-data-colab" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/explore-data-colab" ><span class="devsite-nav-text" tooltip>Explore query results</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use DataFrames</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/bigquery-dataframes-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-dataframes-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-dataframes-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/dataframes-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dataframes-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dataframes-quickstart" ><span class="devsite-nav-text" tooltip>Try BigQuery DataFrames</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/use-bigquery-dataframes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/use-bigquery-dataframes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/use-bigquery-dataframes" ><span class="devsite-nav-text" tooltip>Use BigQuery DataFrames</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use Jupyter notebooks</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/jupyterlab-plugin" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/jupyterlab-plugin" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/jupyterlab-plugin" ><span class="devsite-nav-text" tooltip>Use the BigQuery JupyterLab plugin</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/visualize-jupyter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/visualize-jupyter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/visualize-jupyter" ><span class="devsite-nav-text" tooltip>Use managed Jupyter notebooks</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use analysis and BI tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/data-analysis-tools-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-analysis-tools-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-analysis-tools-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/connected-sheets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/connected-sheets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/connected-sheets" ><span class="devsite-nav-text" tooltip>Use Connected Sheets</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analyze-data-tableau" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analyze-data-tableau" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analyze-data-tableau" ><span class="devsite-nav-text" tooltip>Use Tableau</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/looker" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/looker" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/looker" ><span class="devsite-nav-text" tooltip>Use Looker</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/visualize-looker-studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/visualize-looker-studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/visualize-looker-studio" ><span class="devsite-nav-text" tooltip>Use Looker Studio</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bi-engine-looker-studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-looker-studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-looker-studio" ><span class="devsite-nav-text" tooltip>Tutorial: Looker Studio with BI Engine</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/third-party-integration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/third-party-integration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/third-party-integration" ><span class="devsite-nav-text" tooltip>Use third-party tools</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Google Cloud Ready - BigQuery</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-external"><a href="/bigquery/docs/bigquery-ready-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-ready-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-ready-overview" ><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/bigquery/docs/bigquery-ready-partners" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-ready-partners" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-ready-partners" ><span class="devsite-nav-text" tooltip>Partners</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Share with Analytics Hub</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-manage-exchanges" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-manage-exchanges" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-manage-exchanges" ><span class="devsite-nav-text" tooltip>Manage data exchanges</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-manage-listings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-manage-listings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-manage-listings" ><span class="devsite-nav-text" tooltip>Manage listings</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-manage-subscriptions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-manage-subscriptions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-manage-subscriptions" ><span class="devsite-nav-text" tooltip>Manage subscriptions</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-grant-roles" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-grant-roles" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-grant-roles" ><span class="devsite-nav-text" tooltip>Configure user roles</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-view-subscribe-listings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-view-subscribe-listings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-view-subscribe-listings" ><span class="devsite-nav-text" tooltip>View and subscribe to listings</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-clean-rooms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-clean-rooms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-clean-rooms" ><span class="devsite-nav-text" tooltip>Share sensitive data with data clean rooms</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Entity resolution</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/entity-resolution-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/entity-resolution-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/entity-resolution-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/entity-resolution-setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/entity-resolution-setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/entity-resolution-setup" ><span class="devsite-nav-text" tooltip>Use entity resolution</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-vpc-sc-rules" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-vpc-sc-rules" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-vpc-sc-rules" ><span class="devsite-nav-text" tooltip>VPC Service Controls for Analytics Hub</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/analytics-hub-stream-sharing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-stream-sharing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-stream-sharing" ><span class="devsite-nav-text" tooltip>Stream sharing with Pub/Sub</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>AI and machine learning</span> </div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/bqml-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bqml-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bqml-introduction" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generative AI and pretrained models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Choose generative AI and task-specific functions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/choose-ml-text-function" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/choose-ml-text-function" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/choose-ml-text-function" ><span class="devsite-nav-text" tooltip>Choose a natural language processing function</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/choose-document-processing-function" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/choose-document-processing-function" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/choose-document-processing-function" ><span class="devsite-nav-text" tooltip>Choose a document processing function</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/choose-transcription-function" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/choose-transcription-function" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/choose-transcription-function" ><span class="devsite-nav-text" tooltip>Choose a transcription function</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generative AI</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/generative-ai-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generative-ai-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generative-ai-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generate text</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/generate-text-tutorial-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text-tutorial-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text-tutorial-gemini" ><span class="devsite-nav-text" tooltip>Generate text using public data and Gemini</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-text-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text-tutorial" ><span class="devsite-nav-text" tooltip>Generate text using public data and PaLM</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text" ><span class="devsite-nav-text" tooltip>Generate text using your data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/iterate-generate-text-calls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/iterate-generate-text-calls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/iterate-generate-text-calls" ><span class="devsite-nav-text" tooltip>Handle quota errors by calling ML.GENERATE_TEXT iteratively</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-text-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text-tuning" ><span class="devsite-nav-text" tooltip>Tune a model using your data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/tune-evaluate" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/tune-evaluate" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/tune-evaluate" ><span class="devsite-nav-text" tooltip>Use tuning and evaluation to improve model performance</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/image-analysis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/image-analysis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/image-analysis" ><span class="devsite-nav-text" tooltip>Analyze images with a Gemini vision model</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generate embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/generate-text-embedding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-text-embedding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-text-embedding" ><span class="devsite-nav-text" tooltip>Generate text embeddings using an LLM</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-visual-content-embedding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-visual-content-embedding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-visual-content-embedding" ><span class="devsite-nav-text" tooltip>Generate image embeddings using an LLM</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/iterate-generate-embedding-calls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/iterate-generate-embedding-calls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/iterate-generate-embedding-calls" ><span class="devsite-nav-text" tooltip>Handle quota errors by calling ML.GENERATE_EMBEDDING iteratively</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-video-embedding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-video-embedding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-video-embedding" ><span class="devsite-nav-text" tooltip>Generate video embeddings using an LLM</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-multimodal-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-multimodal-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-multimodal-embeddings" ><span class="devsite-nav-text" tooltip>Generate and search multimodal embeddings</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/generate-embedding-with-tensorflow-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/generate-embedding-with-tensorflow-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/generate-embedding-with-tensorflow-models" ><span class="devsite-nav-text" tooltip>Generate text embeddings using pretrained TensorFlow models</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Vector search</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/vector-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-search" ><span class="devsite-nav-text" tooltip>Search embeddings with vector search</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/vector-index-text-search-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vector-index-text-search-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vector-index-text-search-tutorial" ><span class="devsite-nav-text" tooltip>Perform semantic search and retrieval-augmented generation</span></a></li></ul></div></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Task-specific solutions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/ai-application-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/ai-application-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/ai-application-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Natural language processing</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/understand-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/understand-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/understand-text" ><span class="devsite-nav-text" tooltip>Understand text</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/translate-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/translate-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/translate-text" ><span class="devsite-nav-text" tooltip>Translate text</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Document processing</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/process-document" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/process-document" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/process-document" ><span class="devsite-nav-text" tooltip>Process documents</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/rag-pipeline-pdf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/rag-pipeline-pdf" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/rag-pipeline-pdf" ><span class="devsite-nav-text" tooltip>Parse PDFs in a retrieval-augmented generation pipeline</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Speech recognition</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/transcribe" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/transcribe" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/transcribe" ><span class="devsite-nav-text" tooltip>Transcribe audio files</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Computer vision</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/annotate-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/annotate-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/annotate-image" ><span class="devsite-nav-text" tooltip>Annotate images</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/object-table-inference" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/object-table-inference" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/object-table-inference" ><span class="devsite-nav-text" tooltip>Run inference on image data</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/inference-tutorial-resnet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/inference-tutorial-resnet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/inference-tutorial-resnet" ><span class="devsite-nav-text" tooltip>Analyze images with an imported classication model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/inference-tutorial-mobilenet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/inference-tutorial-mobilenet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/inference-tutorial-mobilenet" ><span class="devsite-nav-text" tooltip>Analyze images with an imported feature vector model</span></a></li></ul></div></li></ul></div></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Machine learning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>ML models and MLOps</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/e2e-journey" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/e2e-journey" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/e2e-journey" ><span class="devsite-nav-text" tooltip>End-to-end journey per model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/model-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/model-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/model-overview" ><span class="devsite-nav-text" tooltip>Model creation</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/hp-tuning-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hp-tuning-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hp-tuning-overview" ><span class="devsite-nav-text" tooltip>Hyperparameter tuning overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/evaluate-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/evaluate-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/evaluate-overview" ><span class="devsite-nav-text" tooltip>Model evaluation overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/inference-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/inference-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/inference-overview" ><span class="devsite-nav-text" tooltip>Model inference overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/xai-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/xai-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/xai-overview" ><span class="devsite-nav-text" tooltip>Explainable AI overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/weights-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/weights-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/weights-overview" ><span class="devsite-nav-text" tooltip>Model weights overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/ml-pipelines-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/ml-pipelines-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/ml-pipelines-overview" ><span class="devsite-nav-text" tooltip>ML pipelines overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/model-monitoring-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/model-monitoring-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/model-monitoring-overview" ><span class="devsite-nav-text" tooltip>Model monitoring overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-models-vertex" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-models-vertex" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-models-vertex" ><span class="devsite-nav-text" tooltip>Manage BigQueryML models in Vertex AI</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use cases</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/forecasting-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/forecasting-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/forecasting-overview" ><span class="devsite-nav-text" tooltip>Forecasting</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/anomaly-detection-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/anomaly-detection-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/anomaly-detection-overview" ><span class="devsite-nav-text" tooltip>Anomaly detection</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/recommendation-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/recommendation-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/recommendation-overview" ><span class="devsite-nav-text" tooltip>Recommendation</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/classification-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/classification-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/classification-overview" ><span class="devsite-nav-text" tooltip>Classification</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/regression-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/regression-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/regression-overview" ><span class="devsite-nav-text" tooltip>Regression</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/dimensionality-reduction-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dimensionality-reduction-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dimensionality-reduction-overview" ><span class="devsite-nav-text" tooltip>Dimensionality reduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/clustering-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/clustering-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/clustering-overview" ><span class="devsite-nav-text" tooltip>Clustering</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/create-machine-learning-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/create-machine-learning-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/create-machine-learning-model" ><span class="devsite-nav-text" tooltip>Get started with BigQuery ML</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Regression and classification</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/linear-regression-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/linear-regression-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/linear-regression-tutorial" ><span class="devsite-nav-text" tooltip>Create a linear regression model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/logistic-regression-prediction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/logistic-regression-prediction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/logistic-regression-prediction" ><span class="devsite-nav-text" tooltip>Create a logistic regression classification model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/boosted-tree-classifier-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/boosted-tree-classifier-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/boosted-tree-classifier-tutorial" ><span class="devsite-nav-text" tooltip>Create a boosted tree classification model</span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/regression/bq_dataframes_ml_linear_regression.ipynb" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/regression/bq_dataframes_ml_linear_regression.ipynb" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/regression/bq_dataframes_ml_linear_regression.ipynb" ><span class="devsite-nav-text" tooltip>Notebook: Train a linear regression model with BigQuery DataFrames ML</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Clustering</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/kmeans-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/kmeans-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/kmeans-tutorial" ><span class="devsite-nav-text" tooltip>Cluster data with a k-means model</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Recommendation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/bigqueryml-mf-explicit-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigqueryml-mf-explicit-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigqueryml-mf-explicit-tutorial" ><span class="devsite-nav-text" tooltip>Create a matrix factorization model to make movie recommendations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bigqueryml-mf-implicit-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigqueryml-mf-implicit-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigqueryml-mf-implicit-tutorial" ><span class="devsite-nav-text" tooltip>Create a matrix factorization model to make recommendations from Google Analytics Data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Time series forecasting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/arima-single-time-series-forecasting-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-single-time-series-forecasting-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-single-time-series-forecasting-tutorial" ><span class="devsite-nav-text" tooltip>Forecast a single time series with a univariate model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/arima-multiple-time-series-forecasting-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-multiple-time-series-forecasting-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-multiple-time-series-forecasting-tutorial" ><span class="devsite-nav-text" tooltip>Forecast multiple time series with a univariate model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/arima-speed-up-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-speed-up-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-speed-up-tutorial" ><span class="devsite-nav-text" tooltip>Scale a univariate time series model to millions of time series</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/arima-plus-xreg-single-time-series-forecasting-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-plus-xreg-single-time-series-forecasting-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-plus-xreg-single-time-series-forecasting-tutorial" ><span class="devsite-nav-text" tooltip>Forecast a single time series with a multivariate model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/time-series-forecasting-holidays-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/time-series-forecasting-holidays-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/time-series-forecasting-holidays-tutorial" ><span class="devsite-nav-text" tooltip>Use custom holidays in a time series forecasting model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/arima-time-series-forecasting-with-limits-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-time-series-forecasting-with-limits-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-time-series-forecasting-with-limits-tutorial" ><span class="devsite-nav-text" tooltip>Limit forecasted values for a time series model</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/arima-time-series-forecasting-with-hierarchical-time-series" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/arima-time-series-forecasting-with-hierarchical-time-series" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/arima-time-series-forecasting-with-hierarchical-time-series" ><span class="devsite-nav-text" tooltip>Forecast hierarchical time series with a univariate model</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Anomaly detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/time-series-anomaly-detection-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/time-series-anomaly-detection-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/time-series-anomaly-detection-tutorial" ><span class="devsite-nav-text" tooltip>Anomaly detection with a multivariate time series</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Imported and remote models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/making-predictions-with-imported-tensorflow-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/making-predictions-with-imported-tensorflow-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/making-predictions-with-imported-tensorflow-models" ><span class="devsite-nav-text" tooltip>Make predictions with imported TensorFlow models</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/making-predictions-with-sklearn-models-in-onnx-format" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/making-predictions-with-sklearn-models-in-onnx-format" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/making-predictions-with-sklearn-models-in-onnx-format" ><span class="devsite-nav-text" tooltip>Make predictions with scikit-learn models in ONNX format</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/making-predictions-with-pytorch-models-in-onnx-format" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/making-predictions-with-pytorch-models-in-onnx-format" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/making-predictions-with-pytorch-models-in-onnx-format" ><span class="devsite-nav-text" tooltip>Make predictions with PyTorch models in ONNX format</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bigquery-ml-remote-model-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigquery-ml-remote-model-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigquery-ml-remote-model-tutorial" ><span class="devsite-nav-text" tooltip>Make predictions with remote models on Vertex AI</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Hyperparameter tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/hyperparameter-tuning-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/hyperparameter-tuning-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/hyperparameter-tuning-tutorial" ><span class="devsite-nav-text" tooltip>Improve model performance with hyperparameter tuning</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Export models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/export-model-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/export-model-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/export-model-tutorial" ><span class="devsite-nav-text" tooltip>Export a BigQuery ML model for online prediction</span></a></li></ul></div></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Augmented analytics</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/contribution-analysis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/contribution-analysis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/contribution-analysis" ><span class="devsite-nav-text" tooltip>Contribution analysis</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/get-contribution-analysis-insights" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/get-contribution-analysis-insights" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/get-contribution-analysis-insights" ><span class="devsite-nav-text" tooltip>Get data insights from contribution analysis using a summable metric</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/get-contribution-analysis-insights-sum-ratio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/get-contribution-analysis-insights-sum-ratio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/get-contribution-analysis-insights-sum-ratio" ><span class="devsite-nav-text" tooltip>Get data insights from contribution analysis using a summable ratio metric</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Create and manage features</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/preprocess-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/preprocess-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/preprocess-overview" ><span class="devsite-nav-text" tooltip>Feature preprocessing overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/input-feature-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/input-feature-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/input-feature-types" ><span class="devsite-nav-text" tooltip>Supported input feature types</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/auto-preprocessing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/auto-preprocessing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/auto-preprocessing" ><span class="devsite-nav-text" tooltip>Automatic preprocessing</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/manual-preprocessing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manual-preprocessing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manual-preprocessing" ><span class="devsite-nav-text" tooltip>Manual preprocessing</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/feature-serving" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/feature-serving" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/feature-serving" ><span class="devsite-nav-text" tooltip>Feature serving</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bigqueryml-transform" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bigqueryml-transform" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bigqueryml-transform" ><span class="devsite-nav-text" tooltip>Perform feature engineering with the TRANSFORM clause</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Work with models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/listing-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/listing-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/listing-models" ><span class="devsite-nav-text" tooltip>List models</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-models" ><span class="devsite-nav-text" tooltip>Manage models</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/getting-model-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/getting-model-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/getting-model-metadata" ><span class="devsite-nav-text" tooltip>Get model metadata</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/updating-model-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/updating-model-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/updating-model-metadata" ><span class="devsite-nav-text" tooltip>Update model metadata</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/exporting-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/exporting-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/exporting-models" ><span class="devsite-nav-text" tooltip>Export models</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/deleting-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/deleting-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/deleting-models" ><span class="devsite-nav-text" tooltip>Delete models</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/reference-patterns" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference-patterns" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference-patterns" ><span class="devsite-nav-text" tooltip>Reference patterns</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Administer</span> </div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/admin-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/admin-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/admin-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/resource-hierarchy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/resource-hierarchy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/resource-hierarchy" ><span class="devsite-nav-text" tooltip>Organize resources</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reliability-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reliability-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reliability-intro" ><span class="devsite-nav-text" tooltip>Understand reliability</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage code assets</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/manage-data-preparations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-data-preparations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-data-preparations" ><span class="devsite-nav-text" tooltip>Manage data preparations</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/manage-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-notebooks" ><span class="devsite-nav-text" tooltip>Manage notebooks</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/manage-saved-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-saved-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-saved-queries" ><span class="devsite-nav-text" tooltip>Manage saved queries</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/manage-workflows" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-workflows" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-workflows" ><span class="devsite-nav-text" tooltip>Manage workflows</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage jobs and queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage jobs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/jobs-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/jobs-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/jobs-overview" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-jobs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-jobs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-jobs" ><span class="devsite-nav-text" tooltip>Manage jobs</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/query-queues" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/query-queues" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/query-queues" ><span class="devsite-nav-text" tooltip>Use query queues</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage tables</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/managing-tables" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-tables" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-tables" ><span class="devsite-nav-text" tooltip>Manage tables</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-table-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-table-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-table-data" ><span class="devsite-nav-text" tooltip>Manage table data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage table clones</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/table-clones-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-clones-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-clones-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-clones-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-clones-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-clones-create" ><span class="devsite-nav-text" tooltip>Create table clones</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage table snapshots</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-create" ><span class="devsite-nav-text" tooltip>Create table snapshots</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-restore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-restore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-restore" ><span class="devsite-nav-text" tooltip>Restore table snapshots</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-list" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-list" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-list" ><span class="devsite-nav-text" tooltip>List table snapshots</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-metadata" ><span class="devsite-nav-text" tooltip>View table snapshot metadata</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-update" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-update" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-update" ><span class="devsite-nav-text" tooltip>Update table snapshot metadata</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-delete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-delete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-delete" ><span class="devsite-nav-text" tooltip>Delete table snapshots</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/table-snapshots-scheduled" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/table-snapshots-scheduled" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/table-snapshots-scheduled" ><span class="devsite-nav-text" tooltip>Create periodic table snapshots</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/default-configuration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/default-configuration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/default-configuration" ><span class="devsite-nav-text" tooltip>Manage default configurations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-datasets" ><span class="devsite-nav-text" tooltip>Manage datasets</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/materialized-views-manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-manage" ><span class="devsite-nav-text" tooltip>Manage materialized views</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/materialized-view-replicas-manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-view-replicas-manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-view-replicas-manage" ><span class="devsite-nav-text" tooltip>Manage materialized view replicas</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Orchestrate resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/orchestrate-workloads" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/orchestrate-workloads" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/orchestrate-workloads" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Orchestrate code assets</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/orchestrate-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/orchestrate-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/orchestrate-notebooks" ><span class="devsite-nav-text" tooltip>Orchestrate notebooks</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/orchestrate-workflows" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/orchestrate-workflows" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/orchestrate-workflows" ><span class="devsite-nav-text" tooltip>Orchestrate workflows</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/orchestrate-dags" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/orchestrate-dags" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/orchestrate-dags" ><span class="devsite-nav-text" tooltip>Orchestrate DAGs</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Orchestrate jobs and queries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/running-jobs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/running-jobs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/running-jobs" ><span class="devsite-nav-text" tooltip>Run jobs programmatically</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/scheduling-queries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/scheduling-queries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/scheduling-queries" ><span class="devsite-nav-text" tooltip>Schedule queries</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Workload management</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/slots" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slots" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slots" ><span class="devsite-nav-text" tooltip>Slots</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-workload-management" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-workload-management" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-workload-management" ><span class="devsite-nav-text" tooltip>Slot reservations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/slots-autoscaling-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slots-autoscaling-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slots-autoscaling-intro" ><span class="devsite-nav-text" tooltip>Slots autoscaling</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use reservations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-get-started" ><span class="devsite-nav-text" tooltip>Get started</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/slot-estimator" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slot-estimator" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slot-estimator" ><span class="devsite-nav-text" tooltip>Estimate slot capacity requirements</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/slot-recommender" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/slot-recommender" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/slot-recommender" ><span class="devsite-nav-text" tooltip>View slot recommendations and insights</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-commitments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-commitments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-commitments" ><span class="devsite-nav-text" tooltip>Purchase and manage slot commitments</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-tasks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-tasks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-tasks" ><span class="devsite-nav-text" tooltip>Work with slot reservations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-assignments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-assignments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-assignments" ><span class="devsite-nav-text" tooltip>Work with reservation assignments</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Legacy reservations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-intro-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-intro-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-intro-legacy" ><span class="devsite-nav-text" tooltip>Introduction to legacy reservations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-details-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-details-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-details-legacy" ><span class="devsite-nav-text" tooltip>Legacy slot commitments</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-commitments-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-commitments-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-commitments-legacy" ><span class="devsite-nav-text" tooltip>Purchase and manage legacy slot commitments</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-tasks-legacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-tasks-legacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-tasks-legacy" ><span class="devsite-nav-text" tooltip>Work with legacy slot reservations</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage BI Engine</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/bi-engine-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bi-engine-reserve-capacity" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-reserve-capacity" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-reserve-capacity" ><span class="devsite-nav-text" tooltip>Reserve BI Engine capacity</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Monitor workloads</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/monitoring" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/admin-resource-charts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/admin-resource-charts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/admin-resource-charts" ><span class="devsite-nav-text" tooltip>Monitor resource utilization</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/admin-jobs-explorer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/admin-jobs-explorer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/admin-jobs-explorer" ><span class="devsite-nav-text" tooltip>Monitor jobs</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-monitor-listings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-monitor-listings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-monitor-listings" ><span class="devsite-nav-text" tooltip>Monitor Analytics Hub listings</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/bi-engine-monitor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/bi-engine-monitor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/bi-engine-monitor" ><span class="devsite-nav-text" tooltip>Monitor BI Engine</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-quality-scan" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-quality-scan" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-quality-scan" ><span class="devsite-nav-text" tooltip>Monitor data quality</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/dts-monitor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/dts-monitor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/dts-monitor" ><span class="devsite-nav-text" tooltip>Monitor Data Transfer Service</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/materialized-views-monitor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/materialized-views-monitor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/materialized-views-monitor" ><span class="devsite-nav-text" tooltip>Monitor materialized views</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reservations-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reservations-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reservations-monitoring" ><span class="devsite-nav-text" tooltip>Monitor reservations</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/continuous-queries-monitor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/continuous-queries-monitor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/continuous-queries-monitor" ><span class="devsite-nav-text" tooltip>Monitor continuous queries</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/monitoring-dashboard" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/monitoring-dashboard" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/monitoring-dashboard" ><span class="devsite-nav-text" tooltip>Dashboards, charts and alerts</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Audit workloads</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/introduction-audit-workloads" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/introduction-audit-workloads" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/introduction-audit-workloads" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/auditing-policy-tags" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/auditing-policy-tags" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/auditing-policy-tags" ><span class="devsite-nav-text" tooltip>Audit policy tags</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/column-data-masking-audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-data-masking-audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-data-masking-audit-logging" ><span class="devsite-nav-text" tooltip>View Data Policy audit logs</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/audit-logging" ><span class="devsite-nav-text" tooltip>Data Transfer Service audit logs</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/analytics-hub-audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analytics-hub-audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analytics-hub-audit-logging" ><span class="devsite-nav-text" tooltip>Analytics Hub audit logging</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reference/auditlogs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/auditlogs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/auditlogs" ><span class="devsite-nav-text" tooltip>BigQuery audit logs reference</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reference/auditlogs/migration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/auditlogs/migration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/auditlogs/migration" ><span class="devsite-nav-text" tooltip>Migrate audit logs</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/biglake-audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/biglake-audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/biglake-audit-logging" ><span class="devsite-nav-text" tooltip>BigLake API audit logs</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/reference/auditlogs/audit-logging-bq-migration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/auditlogs/audit-logging-bq-migration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/auditlogs/audit-logging-bq-migration" ><span class="devsite-nav-text" tooltip>BigQuery Migration API audit logs</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control costs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-costs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-costs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-costs" ><span class="devsite-nav-text" tooltip>Estimate and control query costs</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/custom-quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/custom-quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/custom-quotas" ><span class="devsite-nav-text" tooltip>Custom cost controls</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Optimize with recommendations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/recommendations-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/recommendations-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/recommendations-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/manage-partition-cluster-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-partition-cluster-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-partition-cluster-recommendations" ><span class="devsite-nav-text" tooltip>Manage cluster and partition recommendations</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/manage-materialized-recommendations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/manage-materialized-recommendations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/manage-materialized-recommendations" ><span class="devsite-nav-text" tooltip>Manage materialized view recommendations</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Organize with labels</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/labels-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/labels-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/labels-intro" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/adding-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/adding-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/adding-labels" ><span class="devsite-nav-text" tooltip>Add labels</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/viewing-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/viewing-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/viewing-labels" ><span class="devsite-nav-text" tooltip>View labels</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/updating-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/updating-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/updating-labels" ><span class="devsite-nav-text" tooltip>Update labels</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/filtering-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/filtering-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/filtering-labels" ><span class="devsite-nav-text" tooltip>Filter using labels</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/deleting-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/deleting-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/deleting-labels" ><span class="devsite-nav-text" tooltip>Delete labels</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage data quality</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/data-quality-scan" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-quality-scan" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-quality-scan" ><span class="devsite-nav-text" tooltip>Monitor data quality with scans</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-catalog-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-catalog-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-catalog-overview" ><span class="devsite-nav-text" tooltip>Data Catalog overview</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/data-catalog" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-catalog" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-catalog" ><span class="devsite-nav-text" tooltip>Work with Data Catalog</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Govern</span> </div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/data-governance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/data-governance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/data-governance" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access to resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/access-control" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/control-access-to-resources-iam" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/control-access-to-resources-iam" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/control-access-to-resources-iam" ><span class="devsite-nav-text" tooltip>Control access to resources with IAM</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access with authorization</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/authorized-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authorized-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authorized-datasets" ><span class="devsite-nav-text" tooltip>Authorized datasets</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/authorized-routines" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authorized-routines" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authorized-routines" ><span class="devsite-nav-text" tooltip>Authorized routines</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/authorized-views" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authorized-views" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authorized-views" ><span class="devsite-nav-text" tooltip>Authorized views</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/vpc-sc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/vpc-sc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/vpc-sc" ><span class="devsite-nav-text" tooltip>Control access with VPC service controls</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/tags" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/tags" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/tags" ><span class="devsite-nav-text" tooltip>Control table and dataset access with tags</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/conditions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/conditions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/conditions" ><span class="devsite-nav-text" tooltip>Control access with conditions</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control column and row access</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access to table columns</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/column-level-security-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-level-security-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-level-security-intro" ><span class="devsite-nav-text" tooltip>Introduction to column-level access control</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/column-level-security" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-level-security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-level-security" ><span class="devsite-nav-text" tooltip>Restrict access with column-level access control</span></a></li><li class="devsite-nav-item"><a 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devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Protect sensitive data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Mask data in table columns</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/column-data-masking-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-data-masking-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-data-masking-intro" 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track-name="click" track-metadata-eventdetail="/bigquery/docs/authentication" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/authentication/getting-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authentication/getting-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authentication/getting-started" ><span class="devsite-nav-text" tooltip>Get started</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/authentication/end-user-installed" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authentication/end-user-installed" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authentication/end-user-installed" ><span class="devsite-nav-text" 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organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <h1 id="manage-data-exchanges" data-text="Manage data exchanges" tabindex="-1">Manage data exchanges</h1> <p>As an <em>Analytics Hub administrator</em>, you can perform the following tasks:</p> <ul> <li>Create, update, view, share, and delete data exchanges.</li> <li>Create, update, delete, and share listings.</li> <li>Manage Analytics Hub administrators, listing administrators, publishers, subscribers, and viewers.</li> </ul> <p>By default, a <a href="/bigquery/docs/analytics-hub-introduction#data_exchanges">data exchange</a> is private and only users or groups that have access to that exchange can view or subscribe to the data. However, if you want the listings to be <a href="/bigquery/docs/analytics-hub-view-subscribe-listings#view_listings">discovered</a> and <a href="/bigquery/docs/analytics-hub-view-subscribe-listings#subscribe_to_a_listing">subscribed to</a> by <a href="/iam/docs/overview#all-authenticated-users">Google Cloud users (<code translate="no" dir="ltr">allAuthenticatedUsers</code>)</a>, then you can request to <a href="#make-data-exchange-public">make your data exchange public</a>.</p> <h2 id="before_you_begin" data-text="Before you begin" tabindex="-1">Before you begin</h2> <p>To get started with Analytics Hub, you need to enable the Analytics Hub API inside your Google Cloud project.</p> <h3 id="required_permissions" data-text="Required permissions" tabindex="-1">Required permissions</h3> <p>To enable the Analytics Hub API, you need the following Identity and Access Management (IAM) permissions:</p> <ul> <li><code translate="no" dir="ltr">serviceUsage.services.get</code></li> <li><code translate="no" dir="ltr">serviceUsage.services.list</code></li> <li><code translate="no" dir="ltr">serviceUsage.services.enable</code></li> </ul> <p>The following predefined IAM role includes the permissions that you need to enable the Analytics Hub API:</p> <ul> <li><code translate="no" dir="ltr">roles/serviceusage.serviceUsageAdmin</code></li> </ul> <p>For more information about IAM roles in BigQuery, see <a href="https://cloud.google.com/bigquery/docs/access-control">Predefined roles and permissions</a>.</p> <h3 id="enable_the_api" data-text="Enable the Analytics Hub API" tabindex="-1">Enable the Analytics Hub API</h3> <p>To enable the Analytics Hub API, do the following:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="console" data-text="Console" tabindex="-1">Console</h3><p>Go to the Analytics Hub API for your Google Cloud project and enable it.</p> <p><a href="https://console.cloud.google.com/apis/library/analyticshub.googleapis.com" target="console" track-name="consoleLink" class="button button-primary">Enable the Analytics Hub API</a> </p></section> <section><h3 id="gcloud" data-text="gcloud" tabindex="-1">gcloud</h3><p>Run the <a href="/sdk/gcloud/reference/services/enable">gcloud services enable</a> command:</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> gcloud services enable analyticshub.googleapis.com </pre></section> </div> <h2 id="required_permissions_2" data-text="Required permissions" tabindex="-1">Required permissions</h2> <p>To manage data exchanges, you must have the Analytics Hub Admin role (<code translate="no" dir="ltr">roles/analyticshub.admin</code>). For more information, see <a href="/bigquery/docs/analytics-hub-grant-roles#ah-admin-role">Analytics Hub Admin role</a>. To learn how to grant this role to other users, see <a href="#create-exchange-adminstrator">Create Analytics Hub administrators</a>.</p> <h2 id="create-exchange" data-text="Create a data exchange" tabindex="-1">Create a data exchange</h2> <aside class="caution"><strong>Caution:</strong><span> We recommend that you don't create the data exchange in a project with a VPC Service Controls perimeter. If you do so, then you must add the appropriate <a href="/bigquery/docs/analytics-hub-vpc-sc-rules#create_a_data_exchange">ingress and egress rules</a>.</span></aside> <p>To create a data exchange, follow these steps:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="console_1" data-text=" Console " tabindex="-1"> Console </h3><ol> <li><p>Go to the <strong>Analytics Hub</strong> page.</p> <p><a href="https://console.cloud.google.com/bigquery/analytics-hub" target="console" class="button button-primary">Go to Analytics Hub</a> </p></li> <li><p>Click <span class="material-icons" aria-hidden="true" translate="no">add_box</span> <strong>Create exchange</strong>.</p></li> <li><p>In the <strong>Create exchange</strong> dialog, select a <strong>Project</strong> and a <strong>Region</strong> for your data exchange. You cannot update the project and region after you create the data exchange.</p></li> <li><p>For <strong>Display name</strong>, enter a name for your data exchange.</p></li> <li><p>Optional: Enter values in the following fields:</p> <ul> <li><strong>Primary contact</strong>: enter the URL or the email address of the primary contact for the data exchange.</li> <li><strong>Description</strong>: enter a description for the data exchange.</li> </ul></li> <li><p>To turn on public discoverability, click the <strong>Public discoverability</strong> toggle. Once an exchange is publicly discoverable, all listings in the exchange are displayed and searchable in the catalog. If you enable public discoverability, you must configure the exchange permissions. Due to permission inheritance, all listings by default will be set with the same public discoverability type of the exchange. Therefore, public exchanges cannot have private listings, but private exchanges can have public listings (for example, you can set the public discoverability type at the individual listing level). The project that you are creating the data exchange in must have an associated organization and billing account.</p></li> <li><p>Click <strong>Create Exchange</strong>.</p></li> <li><p>Optional: In the <strong>Exchange permissions</strong> section, do the following steps:</p> <ol> <li><p>Enter email addresses in the following fields to grant the Analytics Hub user roles:</p> <ul> <li><strong>Administrators</strong>: these users are assigned the <a href="/bigquery/docs/analytics-hub-grant-roles#ah-admin-role">Analytics Hub Admin role</a>.</li> <li><strong>Publishers</strong>: these users are assigned the <a href="/bigquery/docs/analytics-hub-grant-roles#ah-publisher-role">Analytics Hub Publisher role</a>. For information about the tasks that publishers can perform, see <a href="/bigquery/docs/analytics-hub-manage-listings">Manage listings</a>.</li> <li><strong>Subscribers</strong>: these users are assigned the <a href="/bigquery/docs/analytics-hub-grant-roles#ah-subscriber-role">Analytics Hub Subscriber role</a>. For information about the tasks that subscribers can perform, see <a href="/bigquery/docs/analytics-hub-view-subscribe-listings">View and subscribe to listings</a>.</li> <li><strong>Viewers</strong>: these users are assigned the <a href="/bigquery/docs/analytics-hub-grant-roles#ah-subscriber-role">Analytics Hub Viewer role</a>. Viewers can <a href="/bigquery/docs/analytics-hub-view-subscribe-listings#view_listings">view listings</a>. <ul> <li>If public discoverability is enabled, grant the Analytics Hub Viewer role (<code translate="no" dir="ltr">roles/analyticshub.viewer</code>) to <code translate="no" dir="ltr">allUsers</code> or <code translate="no" dir="ltr">allAuthenticatedUsers</code>.</li> </ul></li> </ul></li> <li><p>To save permissions, click <strong>Set permissions</strong>.</p></li> </ol></li> <li><p>If you didn't set permissions for your data exchange, click <strong>Skip</strong>.</p></li> </ol></section> <section><h3 id="api" data-text=" API " tabindex="-1"> API </h3><p>Use the <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges/create"><code translate="no" dir="ltr">projects.locations.dataExchanges.create</code> method</a>.</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> POST https://analyticshub.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/location/<var translate="no">LOCATION</var>/dataExchanges?dataExchangeId=<var translate="no">DATAEXCHANGE_ID</var> </pre> <p>Replace the following:</p> <ul> <li><code translate="no" dir="ltr"><var translate="no">PROJECT_ID</var></code>: the ID of the project in which you want to create the data exchange.</li> <li><code translate="no" dir="ltr"><var translate="no">LOCATION</var></code>: the location for your data exchange. For more information about locations that support Analytics Hub, see <a href="/bigquery/docs/analytics-hub-introduction#supported_regions">Supported regions</a>.</li> <li><code translate="no" dir="ltr"><var translate="no">DATAEXCHANGE_ID</var></code>: the ID for your data exchange.</li> </ul> <p>In the body of the request, provide the data exchange details. If the request is successful, then the response body contains details of the data exchange.</p> <p> For more information about the tasks that you can perform on data exchanges using APIs, see <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges#methods"><code translate="no" dir="ltr">projects.locations.dataExchanges</code> methods</a>. </p></section> </div> <h2 id="update-exchange" data-text="Update a data exchange" tabindex="-1">Update a data exchange</h2> <p>To update a data exchange, follow these steps:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="console_2" data-text=" Console " tabindex="-1"> Console </h3><ol> <li><p>Go to the <strong>Analytics Hub</strong> page.</p> <p><a href="https://console.cloud.google.com/bigquery/analytics-hub" target="console" class="button button-primary">Go to Analytics Hub</a> </p></li> <li><p>From the list of data exchanges, click a data exchange that you want to update.</p></li> <li><p>Click <span class="material-icons" aria-hidden="true" translate="no">mode_edit</span> <strong>Edit exchange</strong>.</p></li> <li><p>In the <strong>Edit exchange</strong> dialog, update the following fields:</p> <ul> <li><strong>Display name</strong></li> <li><strong>Primary contact</strong></li> <li><strong>Description</strong></li> <li><strong>Public discoverability</strong> <ul> <li>If you enable public discoverability, grant the Analytics Hub Viewer role (<code translate="no" dir="ltr">roles/analyticshub.viewer</code>) to <code translate="no" dir="ltr">allUsers</code> or <code translate="no" dir="ltr">allAuthenticatedUsers</code>.</li> <li>If you disable public discoverability, remove the Analytics Hub Viewer role (<code translate="no" dir="ltr">roles/analyticshub.viewer</code>) from <code translate="no" dir="ltr">allUsers</code> or <code translate="no" dir="ltr">allAuthenticatedUsers</code>. Public exchanges can't have private listings, but private exchanges can have public listings.</li> </ul></li> </ul></li> <li><p>Click <strong>Save</strong>.</p></li> </ol></section> <section><h3 id="api_1" data-text=" API " tabindex="-1"> API </h3><p>Use the <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges/patch"><code translate="no" dir="ltr">projects.locations.dataExchanges.patch</code> method</a>.</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> PATCH https://analyticshub.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/location/<var translate="no">LOCATION</var>/dataExchanges/<var translate="no">DATAEXCHANGE_ID</var>?updateMask=<var translate="no">UPDATEMASK</var> </pre> <p>Replace <code translate="no" dir="ltr"><var translate="no">UPDATEMASK</var></code> with the list of fields that you want to update. For updating multiple values, use a comma-separated list—for example, to update the display name and primary contact for a data exchange, enter <code translate="no" dir="ltr">displayName,primaryContact</code>.</p> <p>In the body of the request, specify the updated values for the following fields:</p> <ul> <li>Display name</li> <li>Description</li> <li>Documentation</li> <li>Icon</li> <li>Primary contact</li> <li>Public discoverability</li> </ul> <p> For more information about the tasks that you can perform on data exchanges using APIs, see <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges#methods"><code translate="no" dir="ltr">projects.locations.dataExchanges</code> methods</a>. </p></section> </div> <h2 id="view_data_exchanges" data-text="View data exchanges" tabindex="-1">View data exchanges</h2> <p>To view all data exchanges in your organization you have access to, follow these steps:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="console_3" data-text="Console" tabindex="-1">Console</h3><ol> <li><p>Go to the <strong>Analytics Hub</strong> page.</p> <p><a href="https://console.cloud.google.com/bigquery/analytics-hub" target="console" class="button button-primary">Go to Analytics Hub</a> </p></li> <li><p>View the list of data exchanges within your Google Cloud organization.</p></li> </ol></section> <section><h3 id="api_2" data-text="API" tabindex="-1">API</h3><p>Use the <a href="/bigquery/docs/reference/analytics-hub/rest/v1/organizations.locations.dataExchanges/list"><code translate="no" dir="ltr">organizations.locations.dataExchanges.list</code> method</a>.</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> GET https://analyticshub.googleapis.com/v1/organizations/<var translate="no">ORGANIZATION_ID</var>/location/<var translate="no">LOCATION</var>/dataExchanges </pre> <p>Replace the following:</p> <ul> <li><var translate="no">ORGANIZATION_ID</var>: the organization ID. For more information, see <a href="/resource-manager/docs/creating-managing-organization#retrieving_your_organization_id">Getting your organization ID</a>.</li> <li><var translate="no">LOCATION</var>: the location for which you want to list the existing data exchanges.</li> </ul></section> </div> <h2 id="share_a_data_exchange" data-text="Share a data exchange" tabindex="-1">Share a data exchange</h2> <p>If the <em>Analytics Hub publisher</em> belongs to a different organization than the organization that contains the data exchange, the publisher cannot <a href="#view_data_exchanges">view your data exchange</a> in Analytics Hub. You must share a link to the data exchange with the publisher.</p> <ol> <li><p>Go to the <strong>Analytics Hub</strong> page.</p> <p><a href="https://console.cloud.google.com/bigquery/analytics-hub" target="console" class="button button-primary">Go to Analytics Hub</a> </p></li> <li><p>From the list of data exchanges, click <span class="material-icons" aria-hidden="true" translate="no">more_vert</span> <strong>More options</strong>.</p></li> <li><p>Click <span class="material-icons" aria-hidden="true" translate="no">content_copy</span> <strong>Copy share link</strong>.</p></li> </ol> <h2 id="give_users_access_to_a_data_exchange" data-text="Give users access to a data exchange" tabindex="-1">Give users access to a data exchange</h2> <p>To give users access to a data exchange, you must set the IAM policy for that data exchange. For information about predefined IAM user roles, see <a href="/bigquery/docs/analytics-hub-grant-roles#user_roles">Analytics Hub user roles</a>. To do so, follow these steps:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="console_4" data-text=" Console " tabindex="-1"> Console </h3><ol> <li><p>In the Google Cloud console, go to the <strong>Analytics Hub</strong> page.</p> <p><a href="https://console.cloud.google.com/bigquery/analytics-hub" target="console" class="button button-primary">Go to Analytics Hub</a> </p></li> <li><p>Click the data exchange name for which you want to set permissions.</p></li> <li><p>Click <span class="material-icons" aria-hidden="true" translate="no">person</span> <strong>Set permissions</strong>.</p></li> <li><p>To add principals, click <span class="material-icons" aria-hidden="true" translate="no">person_add</span> <strong>Add principal</strong>.</p></li> <li><p>In the <strong>New principals</strong> field, add the emails to which you want to grant access.</p></li> <li><p>For <strong>Select a role</strong>, hold the pointer over <strong>Analytics Hub</strong>, and then select one of the following Identity and Access Management (IAM) roles:</p> <ul> <li><strong>Analytics Hub Admin</strong></li> <li><strong>Analytics Hub Publisher</strong></li> <li><strong>Analytics Hub Listing Admin</strong></li> <li><strong>Analytics Hub Subscriber</strong></li> <li><strong>Analytics Hub Viewer</strong></li> </ul></li> <li><p>Click <strong>Save</strong>.</p></li> </ol></section> <section><h3 id="api_3" data-text=" API " tabindex="-1"> API </h3><ol> <li><p>Read the existing policy with the listing <code translate="no" dir="ltr">getIamPolicy</code> method by using the <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges/getIamPolicy"><code translate="no" dir="ltr">projects.locations.dataExchanges.getIamPolicy</code> method</a>:</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> POST https://analyticshub.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION</var>/dataExchanges/<var translate="no">DATAEXCHANGE_ID</var>:getIamPolicy </pre> <p>Replace the following:</p> <ul> <li><code translate="no" dir="ltr"><var translate="no">PROJECT_ID</var></code>: the project ID—for example, <code translate="no" dir="ltr">my-project-1</code>.</li> <li><code translate="no" dir="ltr"><var translate="no">LOCATION</var></code>: the location for your data exchange.</li> <li><code translate="no" dir="ltr"><var translate="no">DATAEXCHANGE_ID</var></code>: the data exchange ID.</li> </ul> <p>Analytics Hub returns the current policy.</p></li> <li><p>To add or remove members and their associated Identity and Access Management (IAM) roles, edit the policy with a text editor. Use the following format to add members:</p> <ul> <li><code translate="no" dir="ltr">user:test-user@gmail.com</code></li> <li><code translate="no" dir="ltr">group:admins@example.com</code></li> <li><code translate="no" dir="ltr">serviceAccount:test123@example.domain.com</code></li> <li><code translate="no" dir="ltr">domain:example.domain.com</code></li> </ul> <p>For example, to grant the <code translate="no" dir="ltr">roles/analyticshub.subscriber</code> role to <code translate="no" dir="ltr">group:subscribers@example.com</code>, add the following binding to the policy:</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> { "members": [ "group:subscribers@example.com" ], "role":"roles/analyticshub.subscriber" } </pre></li> <li><p>Write the updated policy by using the <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges/setIamPolicy"><code translate="no" dir="ltr">projects.locations.dataExchanges.setIamPolicy</code> method</a>. In the body of the request, provide the updated IAM policy from the previous step.</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> POST https://analyticshub.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION</var>/dataExchanges/<var translate="no">DATAEXCHANGE_ID</var>:setIamPolicy </pre> <p>In the body of the request, provide the listing details. If the request is successful, then the response body contains details of the listing.</p></li> </ol></section> </div> <h3 id="create-exchange-adminstrator" data-text="Create Analytics Hub administrators" tabindex="-1">Create Analytics Hub administrators</h3> <p>To manage data exchanges, you must create Analytics Hub administrators. To create exchange administrators, you need to grant users the <a href="/bigquery/docs/analytics-hub-grant-roles#ah-admin-role">Analytics Hub Admin role (<code translate="no" dir="ltr">roles/analyticshub.admin</code>)</a> at the project or the data exchange level.</p> <p>If you want administrators to manage all data exchanges in a project, then <a href="/bigquery/docs/analytics-hub-grant-roles#grant-role-project">grant the Analytics Hub Admin role for that project</a>. If you want administrators to manage a specific data exchange, then <a href="/bigquery/docs/analytics-hub-grant-roles#grant-role-data-exchange">grant the Analytics Hub Admin role for that data exchange</a>.</p> <h2 id="make-data-exchange-public" data-text="Make a data exchange public" tabindex="-1">Make a data exchange public</h2> <p>By default, a data exchange is private and only users or groups that have access to that exchange can view or subscribe to its listings. However, you can choose to make a data exchange public. Listings in public data exchanges can be discovered and subscribed to by <a href="/iam/docs/overview#all-authenticated-users">Google Cloud users (<code translate="no" dir="ltr">allAuthenticatedUsers</code>)</a>.</p> <p>To make a data exchange public, follow these steps:</p> <ol> <li><p>To let <code translate="no" dir="ltr">allAuthenticatedUsers</code> <a href="/bigquery/docs/analytics-hub-view-subscribe-listings#view_listings">view listings</a>, you must grant them the <a href="/bigquery/docs/analytics-hub-grant-roles#ah-subscriber-role">Analytics Hub Viewer role</a> at the data exchange level.</p></li> <li><p>To let <code translate="no" dir="ltr">allAuthenticatedUsers</code> <a href="/bigquery/docs/analytics-hub-view-subscribe-listings#subscribe_to_a_listing">subscribe to listings</a>, you must grant them the <a href="/bigquery/docs/analytics-hub-grant-roles#ah-subscriber-role">Analytics Hub Subscriber role</a> at the data exchange level.</p></li> <li><p>Turn public discoverability on when you <a href="#create-exchange">create</a> or <a href="#update-exchange">update</a> a data exchange. Specify the appropriate permissions when you make a data exchange public.</p></li> </ol> <aside class="note"><strong>Note:</strong><span> You can also request to convert a public data exchange to private. To do so, you need to remove <code translate="no" dir="ltr">allAuthenticatedUsers</code> from the permissions list for your data exchange.</span></aside> <h2 id="delete_a_data_exchange" data-text="Delete a data exchange" tabindex="-1">Delete a data exchange</h2> <p>When a data exchange is deleted, all the listings within it are also deleted. However, the shared datasets and linked datasets are not deleted. Also, when a project is deleted, the data exchanges within it are not deleted. You need to delete these data exchanges before <a href="/resource-manager/docs/creating-managing-projects#shutting_down_projects">deleting the project</a>. If you delete a data exchange, you cannot undo it.</p> <p>To delete a data exchange, follow these steps:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="console_5" data-text=" Console " tabindex="-1"> Console </h3><ol> <li><p>Go to the <strong>Analytics Hub</strong> page.</p> <p><a href="https://console.cloud.google.com/bigquery/analytics-hub" target="console" class="button button-primary">Go to Analytics Hub</a> </p></li> <li><p>From the list of data exchanges, click the data exchange that you want to delete.</p></li> <li><p>Click <span class="material-icons" aria-hidden="true" translate="no">delete</span> <strong>Delete exchange</strong>.</p></li> <li><p>In the <strong>Delete exchange?</strong> dialog, confirm deletion by typing <strong>delete</strong>.</p></li> <li><p>Click <strong>Delete</strong>.</p></li> </ol></section> <section><h3 id="api_4" data-text="API" tabindex="-1">API</h3><p>Use the <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges/delete"><code translate="no" dir="ltr">projects.locations.dataExchanges.delete</code> method</a>.</p> <pre class="devsite-click-to-copy" translate="no" dir="ltr"> DELETE https://analyticshub.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION</var>/dataExchanges/<var translate="no">DATAEXCHANGE_ID</var> </pre> <p> For more information about the tasks that you can perform on data exchanges using APIs, see <a href="/bigquery/docs/reference/analytics-hub/rest/v1/projects.locations.dataExchanges#methods"><code translate="no" dir="ltr">projects.locations.dataExchanges</code> methods</a>. </p></section> </div> <h2 id="whats_next" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li>Learn about <a href="/bigquery/docs/analytics-hub-manage-listings">managing listings</a>.</li> <li>Learn how to <a href="/bigquery/docs/analytics-hub-grant-roles">grant Analytics Hub user roles</a>.</li> <li>Learn how to <a href="/bigquery/docs/analytics-hub-view-subscribe-listings">view and subscribe to listings</a>.</li> <li>Learn about <a href="/bigquery/docs/analytics-hub-audit-logging">Analytics Hub audit logging</a>.</li> </ul> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="BigQuery" product-id="81912" bucket="docs" context="" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=187149&template=0" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/bigquery/docs/getting-support" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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