BigQuery IAM roles and permissions

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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 href="/bigquery/docs/write-sql-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/write-sql-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/write-sql-gemini" ><span class="devsite-nav-text" tooltip>Write queries with Gemini</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/gemini-analyze-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/gemini-analyze-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/gemini-analyze-data" ><span class="devsite-nav-text" tooltip>Analyze data with Gemini</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/bigquery/docs/table-explorer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, 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 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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 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/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 href="/bigquery/docs/column-level-security-writes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-level-security-writes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-level-security-writes" ><span class="devsite-nav-text" tooltip>Impact on writes</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage policy tags</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/managing-policy-tags-across-locations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-policy-tags-across-locations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-policy-tags-across-locations" ><span class="devsite-nav-text" tooltip>Manage policy tags across locations</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-policy-tags" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-policy-tags" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-policy-tags" ><span class="devsite-nav-text" tooltip>Best practices for using policy tags</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Control access to table rows</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/row-level-security-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/row-level-security-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/row-level-security-intro" ><span class="devsite-nav-text" tooltip>Introduction to row-level security</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/managing-row-level-security" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/managing-row-level-security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/managing-row-level-security" ><span class="devsite-nav-text" tooltip>Work with row-level security</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/using-row-level-security-with-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/using-row-level-security-with-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/using-row-level-security-with-features" ><span class="devsite-nav-text" tooltip>Use row-level security with other BigQuery features</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/best-practices-row-level-security" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/best-practices-row-level-security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/best-practices-row-level-security" ><span class="devsite-nav-text" tooltip>Best practices for row-level security</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Protect sensitive data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Mask data in table columns</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/column-data-masking-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-data-masking-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-data-masking-intro" ><span class="devsite-nav-text" tooltip>Introduction to data masking</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/column-data-masking" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/column-data-masking" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/column-data-masking" ><span class="devsite-nav-text" tooltip>Mask column data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Anonymize data with differential privacy</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/differential-privacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/differential-privacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/differential-privacy" ><span class="devsite-nav-text" tooltip>Use differential privacy</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/extend-differential-privacy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/extend-differential-privacy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/extend-differential-privacy" ><span class="devsite-nav-text" tooltip>Extend differential privacy</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/bigquery/docs/analysis-rules" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/analysis-rules" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/analysis-rules" ><span class="devsite-nav-text" tooltip>Restrict data access using analysis rules</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/scan-with-dlp" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/scan-with-dlp" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/scan-with-dlp" ><span class="devsite-nav-text" tooltip>Use Sensitive Data Protection</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Manage encryption</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/encryption-at-rest" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/encryption-at-rest" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/encryption-at-rest" ><span class="devsite-nav-text" tooltip>Encryption at rest</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/customer-managed-encryption" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: 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track-metadata-eventdetail="/bigquery/docs/aead-encryption-concepts" ><span class="devsite-nav-text" tooltip>AEAD encryption</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Develop</span> </div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/developer-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/developer-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/developer-overview" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li> <li class="devsite-nav-item"><a href="/bigquery/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/samples" ><span class="devsite-nav-text" tooltip>BigQuery code samples</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>BigQuery API basics</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/reference/libraries-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/libraries-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/libraries-overview" ><span class="devsite-nav-text" tooltip>BigQuery APIs and libraries overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Authentication</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/bigquery/docs/authentication" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/authentication" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/authentication" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/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" tooltip>Authenticate as an end user</span></a></li><li class="devsite-nav-item"><a href="/bigquery/docs/json-web-tokens" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/json-web-tokens" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/json-web-tokens" ><span class="devsite-nav-text" tooltip>Authenticate with JSON Web 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data-label="Book nav link, pathname: /bigquery/docs/api-performance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/api-performance" ><span class="devsite-nav-text" tooltip>API performance tips</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/bigquery/docs/python-libraries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/python-libraries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/python-libraries" ><span class="devsite-nav-text" tooltip>Choose a Python library</span></a></li> <li class="devsite-nav-item"><a href="/bigquery/docs/reference/odbc-jdbc-drivers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /bigquery/docs/reference/odbc-jdbc-drivers" track-type="bookNav" track-name="click" track-metadata-eventdetail="/bigquery/docs/reference/odbc-jdbc-drivers" ><span class="devsite-nav-text" tooltip>Use ODBC and JDBC drivers</span></a></li> </ul> <ul class="devsite-nav-list" menu="Technology areas" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/docs/ai-ml" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI and ML" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI and ML </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/application-development" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application development" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application development </span> </a> </li> <li class="devsite-nav-item"> <a 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</div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" class="devsite-main-content" has-book-nav has-sidebar > <div class="devsite-sidebar"> <div class="devsite-sidebar-content"> <devsite-toc class="devsite-nav" role="navigation" aria-label="On this page" depth="2" scrollbars ></devsite-toc> <devsite-recommendations-sidebar class="nocontent devsite-nav"> </devsite-recommendations-sidebar> </div> </div> <devsite-content> <article class="devsite-article"> <div class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://cloud.google.com/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="Google Cloud" > Home </a> </li> <li class="devsite-breadcrumb-item "> <div 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project-support-url="https://cloud.google.com/bigquery/docs/getting-support" > <button> Send feedback </button> </devsite-feedback> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <h1 id="bigquery-iam-roles-and-permissions" data-text="BigQuery IAM roles and permissions" tabindex="-1">BigQuery IAM roles and permissions</h1> <p>This document provides information on Identity and Access Management (IAM) roles and permissions for BigQuery. IAM lets you grant granular access to specific BigQuery resources and helps prevent access to other resources. IAM lets you apply the security principle of least privilege, which states that nobody should have more permissions than they actually need.</p> <p>When a principal (a user, group, or service account) calls a Google Cloud API, that principal must have the appropriate IAM permissions to use the resource. To give a principal the required permissions, you grant an IAM role to the principal.</p> <p>This document describes how to use predefined and custom IAM roles to allow principals to access BigQuery resources.</p> <p>To familiarize yourself with managing access in Google Cloud in general, see <a href="/iam/docs/overview">IAM overview</a>.</p> <h2 id="role-types" data-text="IAM role types" tabindex="-1">IAM role types</h2> <p>A role is a collection of permissions. You can use the following types of roles in IAM to provide access to BigQuery resources:</p> <ul> <li><a href="/iam/docs/understanding-roles#predefined_roles"><strong>Predefined roles</strong></a> are managed by Google Cloud and support common use cases and access control patterns.</li> <li><a href="/iam/docs/understanding-custom-roles"><strong>Custom roles</strong></a> provide access according to a user-specified list of permissions.</li> </ul> <p>To determine if one or more permissions are included in a role, you can use one of the following methods:</p> <ul> <li>The <a href="/iam/docs/permissions-reference">IAM permissions search reference</a></li> <li>The <a href="/sdk/gcloud/reference/iam/roles/describe"><code translate="no" dir="ltr">gcloud iam roles describe</code></a> command</li> <li>The <a href="/iam/reference/rest/v1/roles/get"><code translate="no" dir="ltr">roles.get()</code></a> method in the IAM API</li> </ul> <p>When you assign multiple role types to a user, the permissions granted are a union of each role's permissions.</p> <p>For additional information on using IAM to access resources, see <a href="/iam/docs/granting-changing-revoking-access">Granting, changing, and revoking access to resources</a> in the IAM documentation.</p> <p>For information on creating custom roles, see <a href="/iam/docs/creating-custom-roles">Creating and managing custom roles</a> in the IAM documentation.</p> <h2 id="permissions-predefined-roles" data-text="IAM roles in BigQuery" tabindex="-1">IAM roles in BigQuery</h2> <p><a href="#bq-permissions">Permissions</a> are not assigned directly to users, groups, or service accounts. Instead, users, groups, or service accounts are granted access to one or more predefined or custom roles to give them permissions to perform actions on resources.</p> <p>You can grant access at the following BigQuery resource levels:</p> <ul> <li>Organizations, folders, or projects</li> <li>Connections</li> <li>Datasets</li> <li>Tables or views</li> <li>Policy tags, row access policies, or BigQuery data policies</li> </ul> <h3 id="org_level" data-text="Roles applied at an organization or Google Cloud project level" tabindex="-1">Roles applied at an organization or Google Cloud project level</h3> <p>When you assign roles at the organization and project level, you provide permission to run BigQuery jobs or to access <strong>all</strong> of a project's BigQuery resources.</p> <h3 id="dataset_level" data-text="Roles applied at a dataset level" tabindex="-1">Roles applied at a dataset level</h3> <p>You can assign roles at the dataset level to provide access to a specific dataset, without providing complete access to the project's resources. In the <a href="/iam/docs/overview#policy_hierarchy">IAM resource hierarchy</a>, BigQuery datasets are child resources of projects. For more information on assigning roles at the dataset level, see <a href="/bigquery/docs/dataset-access-controls">Controlling access to datasets</a>.</p> <h3 id="resource_level" data-text="Roles applied to individual resources within datasets" tabindex="-1">Roles applied to individual resources within datasets</h3> <p>You can assign roles individually to certain types of resources within datasets, without providing complete access to the dataset's resources.</p> <p>Roles can be applied to individual resources of the following types:</p> <ul> <li>tables</li> <li>views</li> </ul> <p>Roles cannot be applied to individual resources of the following types:</p> <ul> <li>routines</li> <li>models</li> </ul> <p>For more information on assigning roles at the table or view level, see <a href="/bigquery/docs/table-access-controls">Controlling access to tables or views</a>.</p> <h3 id="bigquery" data-text="BigQuery predefined IAM roles" tabindex="-1">BigQuery predefined IAM roles</h3> <p>The following table lists the predefined BigQuery IAM roles with a corresponding list of all the <a href="#bq-permissions">permissions</a> each role includes. Note that each permission is applicable to a particular resource type.</p> <aside class="note"><strong>Note:</strong><span> When new capabilities are added to BigQuery, new predefined permissions are sometimes added to predefined IAM roles and new predefined IAM roles might be added to BigQuery. To ensure that role definitions remain unchanged, you should create <a href="#bigquery-custom-roles">custom IAM roles</a>.</span></aside> <div id="bigquery"> <style> .iamperm-marginless { margin-top: 0; margin-bottom: 0; } .iamperm-marginless abbr { margin-left: -1.3em; padding-right: 0.6em; } .role-description .secondary-text { font-size: 1.25em; vertical-align: top; /* Match the var tenant-secondary-text-color */ color: #5f6368; border-bottom: none; } .iamperm-wildcard-list { list-style: none; } .iamperm-wildcard-expandable { margin-inline: -2.3em 0; } .iamperm-wildcard-expandable .iamperm-wildcard { font-weight: 500; margin-block: 2.5px 0; } .iamperm-wildcard-list li { margin: 0; } .launch-stage-pre-ga { /* Match the var devsite-caution-notice-color */ color: #bf360c; } .role-description { padding-right: 3em; } .role-permissions { padding-inline: 1.25em 0; } .role-permissions p { margin: 0; text-indent: -0.6em; } .role-permissions p code, .role-permissions .iamperm-wildcard-list code { color: inherit; font-family: inherit; font-weight: inherit; } .role-title { color: inherit; font-size: inherit; line-height: inherit; margin: 0; } .role-table-heading { /* Match the var tenant-background-3 */ background: #f1f3f4; height: 48px; padding: 8px; vertical-align: middle; font-weight: 500; } .secondary-text { /* Match the var tenant-secondary-text-color */ color: #5f6368; } </style> <table> <thead> <tr> <th width="60%">Role</th> <th>Permissions</th> </tr> </thead> <tbody> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.admin" data-text="BigQuery Admin " tabindex="-1">BigQuery Admin </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.admin</code>)</p> <span class="role-description custom"> <p> Provides permissions to manage all resources within the project. Can manage all data within the project, and can cancel jobs from other users running within the project. </p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li> Datasets </li> <li> Row access policies </li> <li> Tables </li> <li> Views </li> </ul> </td> <td class="role-permissions"> <devsite-expandable id="expandable-bigquery.admin-bigquery.bireservations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.bireservations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.bireservations.get</code></li> <li><code translate="no" dir="ltr">bigquery.bireservations.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.capacityCommitments.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.capacityCommitments.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />get</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.config.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.config.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.config.get</code></li> <li><code translate="no" dir="ltr">bigquery.config.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.connections.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.connections.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.connections.create</code></li> <li><code translate="no" dir="ltr">bigquery.connections.delegate</code></li> <li><code translate="no" dir="ltr">bigquery.connections.delete</code></li> <li><code translate="no" dir="ltr">bigquery.connections.get</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />connections.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.connections.list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />connections.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.connections.update</code></li> <li><code translate="no" dir="ltr">bigquery.connections.updateTag</code></li> <li><code translate="no" dir="ltr">bigquery.connections.use</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.dataPolicies.create</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.delete</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />setIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.update</code></p> <devsite-expandable id="expandable-bigquery.admin-bigquery.datasets.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.datasets.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.datasets.create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />createTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />deleteTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.get</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.link</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listEffectiveTags</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listSharedDatasetUsage</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listTagBindings</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.update</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.jobs.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.jobs.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.jobs.create</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.delete</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.get</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.list</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.listAll</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />jobs.<wbr />listExecutionMetadata</code></li> <li><code translate="no" 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dir="ltr">bigquery.models.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.readsessions.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.readsessions.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.readsessions.create</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.getData</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.reservationAssignments.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />search</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.reservations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.reservations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.reservations.create</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.delete</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.get</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.list</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.routines.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.routines.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.routines.create</code></li> <li><code translate="no" dir="ltr">bigquery.routines.delete</code></li> <li><code translate="no" dir="ltr">bigquery.routines.get</code></li> <li><code translate="no" dir="ltr">bigquery.routines.list</code></li> <li><code translate="no" dir="ltr">bigquery.routines.update</code></li> <li><code translate="no" dir="ltr">bigquery.routines.updateTag</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />create</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />delete</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />overrideTimeTravelRestrictions</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />setIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />update</code></p> <devsite-expandable id="expandable-bigquery.admin-bigquery.savedqueries.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.savedqueries.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.savedqueries.create</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.delete</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.get</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.list</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.tables.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.tables.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.tables.create</code></li> <li><code translate="no" dir="ltr">bigquery.tables.createIndex</code></li> <li><code translate="no" dir="ltr">bigquery.tables.createSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />createTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.tables.delete</code></li> <li><code translate="no" dir="ltr">bigquery.tables.deleteIndex</code></li> <li><code translate="no" dir="ltr">bigquery.tables.deleteSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />deleteTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.tables.export</code></li> <li><code translate="no" dir="ltr">bigquery.tables.get</code></li> <li><code translate="no" dir="ltr">bigquery.tables.getData</code></li> <li><code translate="no" dir="ltr">bigquery.tables.getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />listEffectiveTags</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />listTagBindings</code></li> <li><code translate="no" dir="ltr">bigquery.tables.replicateData</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />restoreSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.tables.setCategory</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />setColumnDataPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.update</code></li> <li><code translate="no" dir="ltr">bigquery.tables.updateData</code></li> <li><code translate="no" dir="ltr">bigquery.tables.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.admin-bigquery.transfers.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.transfers.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.transfers.get</code></li> <li><code translate="no" dir="ltr">bigquery.transfers.update</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquerymigration.<wbr />translation.<wbr />translate</code></p> <devsite-expandable id="expandable-bigquery.admin-dataform.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">dataform.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />create</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />query</code></li> <li><code translate="no" dir="ltr">dataform.config.get</code></li> <li><code translate="no" dir="ltr">dataform.config.update</code></li> <li><code translate="no" dir="ltr">dataform.locations.get</code></li> <li><code translate="no" dir="ltr">dataform.locations.list</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.create</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.delete</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.get</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.list</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.update</code></li> <li><code translate="no" dir="ltr">dataform.repositories.commit</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />computeAccessTokenStatus</code></li> <li><code translate="no" dir="ltr">dataform.repositories.create</code></li> <li><code translate="no" dir="ltr">dataform.repositories.delete</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />fetchHistory</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />fetchRemoteBranches</code></li> <li><code translate="no" dir="ltr">dataform.repositories.get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.repositories.list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />queryDirectoryContents</code></li> <li><code translate="no" dir="ltr">dataform.repositories.readFile</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.repositories.update</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowConfigs.<wbr />create</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowConfigs.<wbr />delete</code></li> <li><code translate="no" dir="ltr">dataform.workflowConfigs.get</code></li> <li><code translate="no" dir="ltr">dataform.workflowConfigs.list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowConfigs.<wbr />update</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />cancel</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />create</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />delete</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />query</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.commit</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.create</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.delete</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />fetchFileDiff</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />fetchFileGitStatuses</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />fetchGitAheadBehind</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />installNpmPackages</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />makeDirectory</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />moveDirectory</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.moveFile</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.pull</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.push</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />queryDirectoryContents</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.readFile</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />removeDirectory</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.removeFile</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.reset</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />searchFiles</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.writeFile</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">dataplex.projects.search</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.connectionAdmin" data-text="BigQuery Connection Admin " tabindex="-1">BigQuery Connection Admin </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.connectionAdmin</code>)</p> <span class="role-description"> <p> </p> </span> </td> <td class="role-permissions"> <devsite-expandable id="expandable-bigquery.connectionAdmin-bigquery.connections.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.connections.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.connections.create</code></li> <li><code translate="no" dir="ltr">bigquery.connections.delegate</code></li> <li><code translate="no" dir="ltr">bigquery.connections.delete</code></li> <li><code translate="no" dir="ltr">bigquery.connections.get</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />connections.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.connections.list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />connections.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.connections.update</code></li> <li><code translate="no" dir="ltr">bigquery.connections.updateTag</code></li> <li><code translate="no" dir="ltr">bigquery.connections.use</code></li> </ul> </devsite-expandable> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.connectionUser" data-text="BigQuery Connection User " tabindex="-1">BigQuery Connection User </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.connectionUser</code>)</p> <span class="role-description"> <p> </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.connections.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />connections.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.connections.list</code></p> <p><code translate="no" dir="ltr">bigquery.connections.use</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.dataEditor" data-text="BigQuery Data Editor " tabindex="-1">BigQuery Data Editor </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.dataEditor</code>)</p> <span class="role-description custom"> <p>When applied to a table or view, this role provides permissions to:</p> <ul> <li>Read and update data and metadata for the table or view.</li> <li>Delete the table or view.</li> </ul> <p>This role cannot be applied to individual models or routines.</p> <p>When applied to a dataset, this role provides permissions to:</p> <ul> <li>Read the dataset's metadata and list tables in the dataset.</li> <li>Create, update, get, and delete the dataset's tables.</li> </ul> <p> When applied at the project or organization level, this role can also create new datasets. </p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li> Table </li> <li> View </li> </ul> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.config.get</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.create</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.get</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.updateTag</code></p> <devsite-expandable id="expandable-bigquery.dataEditor-bigquery.models.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.models.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.models.create</code></li> <li><code translate="no" dir="ltr">bigquery.models.delete</code></li> <li><code translate="no" dir="ltr">bigquery.models.export</code></li> <li><code translate="no" dir="ltr">bigquery.models.getData</code></li> <li><code translate="no" dir="ltr">bigquery.models.getMetadata</code></li> <li><code translate="no" dir="ltr">bigquery.models.list</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateData</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateMetadata</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.dataEditor-bigquery.routines.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.routines.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.routines.create</code></li> <li><code translate="no" dir="ltr">bigquery.routines.delete</code></li> <li><code translate="no" dir="ltr">bigquery.routines.get</code></li> <li><code translate="no" dir="ltr">bigquery.routines.list</code></li> <li><code translate="no" dir="ltr">bigquery.routines.update</code></li> <li><code translate="no" dir="ltr">bigquery.routines.updateTag</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.tables.create</code></p> <p><code translate="no" dir="ltr">bigquery.tables.createIndex</code></p> <p><code translate="no" dir="ltr">bigquery.tables.createSnapshot</code></p> <p><code translate="no" dir="ltr">bigquery.tables.delete</code></p> <p><code translate="no" dir="ltr">bigquery.tables.deleteIndex</code></p> <p><code translate="no" dir="ltr">bigquery.tables.export</code></p> <p><code translate="no" dir="ltr">bigquery.tables.get</code></p> <p><code translate="no" dir="ltr">bigquery.tables.getData</code></p> <p><code translate="no" dir="ltr">bigquery.tables.getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.tables.list</code></p> <p><code translate="no" dir="ltr">bigquery.tables.replicateData</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />restoreSnapshot</code></p> <p><code translate="no" dir="ltr">bigquery.tables.update</code></p> <p><code translate="no" dir="ltr">bigquery.tables.updateData</code></p> <p><code translate="no" dir="ltr">bigquery.tables.updateTag</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.dataOwner" data-text="BigQuery Data Owner " tabindex="-1">BigQuery Data Owner </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.dataOwner</code>)</p> <span class="role-description custom"> <p>When applied to a table or view, this role provides permissions to:</p> <ul> <li>Read and update data and metadata for the table or view.</li> <li>Share the table or view.</li> <li>Delete the table or view.</li> </ul> <p>This role cannot be applied to individual models or routines.</p> <p>When applied to a dataset, this role provides permissions to:</p> <ul> <li>Read, update, and delete the dataset.</li> <li>Create, update, get, and delete the dataset's tables.</li> </ul> <p> When applied at the project or organization level, this role can also create new datasets. </p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li> Table </li> <li> View </li> </ul> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.config.get</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.create</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.delete</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />setIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.update</code></p> <devsite-expandable id="expandable-bigquery.dataOwner-bigquery.datasets.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.datasets.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.datasets.create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />createTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />deleteTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.get</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.link</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listEffectiveTags</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listSharedDatasetUsage</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listTagBindings</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.update</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.dataOwner-bigquery.models.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.models.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.models.create</code></li> <li><code translate="no" dir="ltr">bigquery.models.delete</code></li> <li><code translate="no" dir="ltr">bigquery.models.export</code></li> <li><code translate="no" dir="ltr">bigquery.models.getData</code></li> <li><code translate="no" dir="ltr">bigquery.models.getMetadata</code></li> <li><code translate="no" dir="ltr">bigquery.models.list</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateData</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateMetadata</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.dataOwner-bigquery.routines.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.routines.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.routines.create</code></li> <li><code translate="no" dir="ltr">bigquery.routines.delete</code></li> <li><code translate="no" dir="ltr">bigquery.routines.get</code></li> <li><code translate="no" dir="ltr">bigquery.routines.list</code></li> <li><code translate="no" dir="ltr">bigquery.routines.update</code></li> <li><code translate="no" dir="ltr">bigquery.routines.updateTag</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />create</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />delete</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />setIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />update</code></p> <devsite-expandable id="expandable-bigquery.dataOwner-bigquery.tables.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.tables.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.tables.create</code></li> <li><code translate="no" dir="ltr">bigquery.tables.createIndex</code></li> <li><code translate="no" dir="ltr">bigquery.tables.createSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />createTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.tables.delete</code></li> <li><code translate="no" dir="ltr">bigquery.tables.deleteIndex</code></li> <li><code translate="no" dir="ltr">bigquery.tables.deleteSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />deleteTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.tables.export</code></li> <li><code translate="no" dir="ltr">bigquery.tables.get</code></li> <li><code translate="no" dir="ltr">bigquery.tables.getData</code></li> <li><code translate="no" dir="ltr">bigquery.tables.getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />listEffectiveTags</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />listTagBindings</code></li> <li><code translate="no" dir="ltr">bigquery.tables.replicateData</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />restoreSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.tables.setCategory</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />setColumnDataPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.update</code></li> <li><code translate="no" dir="ltr">bigquery.tables.updateData</code></li> <li><code translate="no" dir="ltr">bigquery.tables.updateTag</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.dataViewer" data-text="BigQuery Data Viewer " tabindex="-1">BigQuery Data Viewer </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.dataViewer</code>)</p> <span class="role-description custom"> <p>When applied to a table or view, this role provides permissions to:</p> <ul> <li>Read data and metadata from the table or view.</li> </ul> <p>This role cannot be applied to individual models or routines.</p> <p>When applied to a dataset, this role provides permissions to list all of the resources in the dataset (such as tables, views, snapshots, models, and routines) and to read their data and metadata with applicable APIs and in queries.</p> <p> When applied at the project or organization level, this role can also enumerate all datasets in the project. Additional roles, however, are necessary to allow the running of jobs. </p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li> Table </li> <li> View </li> </ul> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.datasets.get</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.models.export</code></p> <p><code translate="no" dir="ltr">bigquery.models.getData</code></p> <p><code translate="no" dir="ltr">bigquery.models.getMetadata</code></p> <p><code translate="no" dir="ltr">bigquery.models.list</code></p> <p><code translate="no" dir="ltr">bigquery.routines.get</code></p> <p><code translate="no" dir="ltr">bigquery.routines.list</code></p> <p><code translate="no" dir="ltr">bigquery.tables.createSnapshot</code></p> <p><code translate="no" dir="ltr">bigquery.tables.export</code></p> <p><code translate="no" dir="ltr">bigquery.tables.get</code></p> <p><code translate="no" dir="ltr">bigquery.tables.getData</code></p> <p><code translate="no" dir="ltr">bigquery.tables.getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.tables.list</code></p> <p><code translate="no" dir="ltr">bigquery.tables.replicateData</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.filteredDataViewer" data-text="BigQuery Filtered Data Viewer " tabindex="-1">BigQuery Filtered Data Viewer </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.filteredDataViewer</code>)</p> <span class="role-description"> <p> Access to view filtered table data defined by a row access policy </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />getFilteredData</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.jobUser" data-text="BigQuery Job User " tabindex="-1">BigQuery Job User </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.jobUser</code>)</p> <span class="role-description custom"> <p> Provides permissions to run jobs, including queries, within the project. </p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li> Project </li> </ul> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.config.get</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.create</code></p> <devsite-expandable id="expandable-bigquery.jobUser-dataform.locations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">dataform.locations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">dataform.locations.get</code></li> <li><code translate="no" dir="ltr">dataform.locations.list</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">dataform.repositories.create</code></p> <p><code translate="no" dir="ltr">dataform.repositories.list</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.metadataViewer" data-text="BigQuery Metadata Viewer " tabindex="-1">BigQuery Metadata Viewer </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.metadataViewer</code>)</p> <span class="role-description custom"> <p>When applied to a table or view, this role provides permissions to:</p> <ul> <li>Read metadata from the table or view.</li> </ul> <p>This role cannot be applied to individual models or routines.</p> <p>When applied to a dataset, this role provides permissions to:</p> <ul> <li>List tables and views in the dataset.</li> <li>Read metadata from the dataset's tables and views.</li> </ul> <p>When applied at the project or organization level, this role provides permissions to:</p> <ul> <li>List all datasets and read metadata for all datasets in the project.</li> <li>List all tables and views and read metadata for all tables and views in the project.</li> </ul> <p> Additional roles are necessary to allow the running of jobs. </p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li> Table </li> <li> View </li> </ul> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.datasets.get</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.models.getMetadata</code></p> <p><code translate="no" dir="ltr">bigquery.models.list</code></p> <p><code translate="no" dir="ltr">bigquery.routines.get</code></p> <p><code translate="no" dir="ltr">bigquery.routines.list</code></p> <p><code translate="no" dir="ltr">bigquery.tables.get</code></p> <p><code translate="no" dir="ltr">bigquery.tables.getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.tables.list</code></p> <p><code translate="no" dir="ltr">dataplex.projects.search</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.readSessionUser" data-text="BigQuery Read Session User " tabindex="-1">BigQuery Read Session User </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.readSessionUser</code>)</p> <span class="role-description custom"> <p>Provides the ability to create and use read sessions.</p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li>Project</li> </ul> </td> <td class="role-permissions"> <devsite-expandable id="expandable-bigquery.readSessionUser-bigquery.readsessions.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.readsessions.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.readsessions.create</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.getData</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.update</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.resourceAdmin" data-text="BigQuery Resource Admin " tabindex="-1">BigQuery Resource Admin </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.resourceAdmin</code>)</p> <span class="role-description"> <p> Administers BigQuery workloads, including slot assignments, commitments, and reservations. </p> </span> </td> <td class="role-permissions"> <devsite-expandable id="expandable-bigquery.resourceAdmin-bigquery.bireservations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.bireservations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.bireservations.get</code></li> <li><code translate="no" dir="ltr">bigquery.bireservations.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.resourceAdmin-bigquery.capacityCommitments.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.capacityCommitments.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />get</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />update</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.jobs.get</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.list</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.listAll</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />jobs.<wbr />listExecutionMetadata</code></p> <devsite-expandable id="expandable-bigquery.resourceAdmin-bigquery.reservationAssignments.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />search</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.resourceAdmin-bigquery.reservations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.reservations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.reservations.create</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.delete</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.get</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.list</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.resourceAdmin-recommender.bigqueryCapacityCommitmentsInsights.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsInsights.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsInsights.<wbr />get</code></li> <li><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsInsights.<wbr />list</code></li> <li><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsInsights.<wbr />update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.resourceAdmin-recommender.bigqueryCapacityCommitmentsRecommendations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsRecommendations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsRecommendations.<wbr />get</code></li> <li><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsRecommendations.<wbr />list</code></li> <li><code translate="no" dir="ltr">recommender.<wbr />bigqueryCapacityCommitmentsRecommendations.<wbr />update</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.resourceEditor" data-text="BigQuery Resource Editor " tabindex="-1">BigQuery Resource Editor </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.resourceEditor</code>)</p> <span class="role-description"> <p> Manages BigQuery workloads, but is unable to create or modify slot commitments. </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.bireservations.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.get</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.list</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.listAll</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />jobs.<wbr />listExecutionMetadata</code></p> <devsite-expandable id="expandable-bigquery.resourceEditor-bigquery.reservationAssignments.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />search</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.resourceEditor-bigquery.reservations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.reservations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.reservations.create</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.delete</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.get</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.list</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.update</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.resourceViewer" data-text="BigQuery Resource Viewer " tabindex="-1">BigQuery Resource Viewer </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.resourceViewer</code>)</p> <span class="role-description"> <p> Can view BigQuery workloads, but cannot create or modify slot reservations or commitments. </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.bireservations.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.get</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.list</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.listAll</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />jobs.<wbr />listExecutionMetadata</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />search</code></p> <p><code translate="no" dir="ltr">bigquery.reservations.get</code></p> <p><code translate="no" dir="ltr">bigquery.reservations.list</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.studioAdmin" data-text="BigQuery Studio Admin " tabindex="-1">BigQuery Studio Admin </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.studioAdmin</code>)</p> <span class="role-description"> <p> Combination role of BigQuery Admin, Dataform Admin, and Notebook Runtime Admin. </p> </span> </td> <td class="role-permissions"> <devsite-expandable id="expandable-bigquery.studioAdmin-aiplatform.notebookRuntimeTemplates.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />apply</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />create</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />delete</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />get</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />list</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-aiplatform.notebookRuntimes.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">aiplatform.notebookRuntimes.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />assign</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />delete</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />get</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />list</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />start</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />update</code></li> <li><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />upgrade</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">aiplatform.operations.list</code></p> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.bireservations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.bireservations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.bireservations.get</code></li> <li><code translate="no" dir="ltr">bigquery.bireservations.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.capacityCommitments.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.capacityCommitments.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />get</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.config.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.config.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.config.get</code></li> <li><code translate="no" dir="ltr">bigquery.config.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.connections.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.connections.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.connections.create</code></li> <li><code translate="no" dir="ltr">bigquery.connections.delegate</code></li> <li><code translate="no" dir="ltr">bigquery.connections.delete</code></li> <li><code translate="no" dir="ltr">bigquery.connections.get</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />connections.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.connections.list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />connections.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.connections.update</code></li> <li><code translate="no" dir="ltr">bigquery.connections.updateTag</code></li> <li><code translate="no" dir="ltr">bigquery.connections.use</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.dataPolicies.create</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.delete</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />setIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.update</code></p> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.datasets.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.datasets.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.datasets.create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />createTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />deleteTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.get</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.link</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listEffectiveTags</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listSharedDatasetUsage</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />datasets.<wbr />listTagBindings</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.update</code></li> <li><code translate="no" dir="ltr">bigquery.datasets.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.jobs.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.jobs.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.jobs.create</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.delete</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.get</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.list</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.listAll</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />jobs.<wbr />listExecutionMetadata</code></li> <li><code translate="no" dir="ltr">bigquery.jobs.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.models.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.models.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.models.create</code></li> <li><code translate="no" dir="ltr">bigquery.models.delete</code></li> <li><code translate="no" dir="ltr">bigquery.models.export</code></li> <li><code translate="no" dir="ltr">bigquery.models.getData</code></li> <li><code translate="no" dir="ltr">bigquery.models.getMetadata</code></li> <li><code translate="no" dir="ltr">bigquery.models.list</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateData</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateMetadata</code></li> <li><code translate="no" dir="ltr">bigquery.models.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.readsessions.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.readsessions.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.readsessions.create</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.getData</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.reservationAssignments.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />create</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />delete</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />search</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.reservations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.reservations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.reservations.create</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.delete</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.get</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.list</code></li> <li><code translate="no" dir="ltr">bigquery.reservations.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.routines.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.routines.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.routines.create</code></li> <li><code translate="no" dir="ltr">bigquery.routines.delete</code></li> <li><code translate="no" dir="ltr">bigquery.routines.get</code></li> <li><code translate="no" dir="ltr">bigquery.routines.list</code></li> <li><code translate="no" dir="ltr">bigquery.routines.update</code></li> <li><code translate="no" dir="ltr">bigquery.routines.updateTag</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />create</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />delete</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />overrideTimeTravelRestrictions</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />setIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />rowAccessPolicies.<wbr />update</code></p> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.savedqueries.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.savedqueries.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.savedqueries.create</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.delete</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.get</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.list</code></li> <li><code translate="no" dir="ltr">bigquery.savedqueries.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.tables.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.tables.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.tables.create</code></li> <li><code translate="no" dir="ltr">bigquery.tables.createIndex</code></li> <li><code translate="no" dir="ltr">bigquery.tables.createSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />createTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.tables.delete</code></li> <li><code translate="no" dir="ltr">bigquery.tables.deleteIndex</code></li> <li><code translate="no" dir="ltr">bigquery.tables.deleteSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />deleteTagBinding</code></li> <li><code translate="no" dir="ltr">bigquery.tables.export</code></li> <li><code translate="no" dir="ltr">bigquery.tables.get</code></li> <li><code translate="no" dir="ltr">bigquery.tables.getData</code></li> <li><code translate="no" dir="ltr">bigquery.tables.getIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.list</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />listEffectiveTags</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />listTagBindings</code></li> <li><code translate="no" dir="ltr">bigquery.tables.replicateData</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />restoreSnapshot</code></li> <li><code translate="no" dir="ltr">bigquery.tables.setCategory</code></li> <li><code translate="no" dir="ltr">bigquery.<wbr />tables.<wbr />setColumnDataPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.setIamPolicy</code></li> <li><code translate="no" dir="ltr">bigquery.tables.update</code></li> <li><code translate="no" dir="ltr">bigquery.tables.updateData</code></li> <li><code translate="no" dir="ltr">bigquery.tables.updateTag</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioAdmin-bigquery.transfers.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.transfers.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.transfers.get</code></li> <li><code translate="no" dir="ltr">bigquery.transfers.update</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquerymigration.<wbr />translation.<wbr />translate</code></p> <p><code translate="no" dir="ltr">compute.reservations.get</code></p> <p><code translate="no" dir="ltr">compute.reservations.list</code></p> <devsite-expandable id="expandable-bigquery.studioAdmin-dataform.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">dataform.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />create</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />compilationResults.<wbr />query</code></li> <li><code translate="no" dir="ltr">dataform.config.get</code></li> <li><code translate="no" dir="ltr">dataform.config.update</code></li> <li><code translate="no" dir="ltr">dataform.locations.get</code></li> <li><code translate="no" dir="ltr">dataform.locations.list</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.create</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.delete</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.get</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.list</code></li> <li><code translate="no" dir="ltr">dataform.releaseConfigs.update</code></li> <li><code translate="no" dir="ltr">dataform.repositories.commit</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />computeAccessTokenStatus</code></li> <li><code translate="no" dir="ltr">dataform.repositories.create</code></li> <li><code translate="no" dir="ltr">dataform.repositories.delete</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />fetchHistory</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />fetchRemoteBranches</code></li> <li><code translate="no" dir="ltr">dataform.repositories.get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.repositories.list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />queryDirectoryContents</code></li> <li><code translate="no" dir="ltr">dataform.repositories.readFile</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />repositories.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.repositories.update</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowConfigs.<wbr />create</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowConfigs.<wbr />delete</code></li> <li><code translate="no" dir="ltr">dataform.workflowConfigs.get</code></li> <li><code translate="no" dir="ltr">dataform.workflowConfigs.list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowConfigs.<wbr />update</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />cancel</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />create</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />delete</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workflowInvocations.<wbr />query</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.commit</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.create</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.delete</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />fetchFileDiff</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />fetchFileGitStatuses</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />fetchGitAheadBehind</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.get</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />getIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />installNpmPackages</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.list</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />makeDirectory</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />moveDirectory</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.moveFile</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.pull</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.push</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />queryDirectoryContents</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.readFile</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />removeDirectory</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.removeFile</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.reset</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />searchFiles</code></li> <li><code translate="no" dir="ltr">dataform.<wbr />workspaces.<wbr />setIamPolicy</code></li> <li><code translate="no" dir="ltr">dataform.workspaces.writeFile</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">dataplex.projects.search</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.studioUser" data-text="BigQuery Studio User " tabindex="-1">BigQuery Studio User </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.studioUser</code>)</p> <span class="role-description"> <p> Combination role of BigQuery Job User, BigQuery Read Session User, Dataform Code Creator, and Notebook Runtime User. </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />apply</code></p> <p><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />get</code></p> <p><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimeTemplates.<wbr />list</code></p> <p><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />assign</code></p> <p><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />get</code></p> <p><code translate="no" dir="ltr">aiplatform.<wbr />notebookRuntimes.<wbr />list</code></p> <p><code translate="no" dir="ltr">aiplatform.operations.list</code></p> <p><code translate="no" dir="ltr">bigquery.config.get</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.create</code></p> <devsite-expandable id="expandable-bigquery.studioUser-bigquery.readsessions.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.readsessions.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.readsessions.create</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.getData</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.update</code></li> </ul> </devsite-expandable> <devsite-expandable id="expandable-bigquery.studioUser-dataform.locations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">dataform.locations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">dataform.locations.get</code></li> <li><code translate="no" dir="ltr">dataform.locations.list</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">dataform.repositories.create</code></p> <p><code translate="no" dir="ltr">dataform.repositories.list</code></p> <p><code translate="no" dir="ltr">dataplex.projects.search</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquery.user" data-text="BigQuery User " tabindex="-1">BigQuery User </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquery.user</code>)</p> <span class="role-description custom"> <p>When applied to a dataset, this role provides the ability to read the dataset's metadata and list tables in the dataset.</p> <p>When applied to a project, this role also provides the ability to run jobs, including queries, within the project. A principal with this role can enumerate their own jobs, cancel their own jobs, and enumerate datasets within a project. Additionally, allows the creation of new datasets within the project; the creator is granted the BigQuery Data Owner role (<code translate="no" dir="ltr">roles/bigquery.dataOwner</code>) on these new datasets.</p> </span> <p>Lowest-level resources where you can grant this role:</p> <ul class="role-lowest-resource"> <li> Dataset </li> </ul> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.bireservations.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />capacityCommitments.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.config.get</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.create</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.get</code></p> <p><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.create</code></p> <p><code translate="no" dir="ltr">bigquery.jobs.list</code></p> <p><code translate="no" dir="ltr">bigquery.models.list</code></p> <devsite-expandable id="expandable-bigquery.user-bigquery.readsessions.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">bigquery.readsessions.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">bigquery.readsessions.create</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.getData</code></li> <li><code translate="no" dir="ltr">bigquery.readsessions.update</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />reservationAssignments.<wbr />search</code></p> <p><code translate="no" dir="ltr">bigquery.reservations.get</code></p> <p><code translate="no" dir="ltr">bigquery.reservations.list</code></p> <p><code translate="no" dir="ltr">bigquery.routines.list</code></p> <p><code translate="no" dir="ltr">bigquery.savedqueries.get</code></p> <p><code translate="no" dir="ltr">bigquery.savedqueries.list</code></p> <p><code translate="no" dir="ltr">bigquery.tables.list</code></p> <p><code translate="no" dir="ltr">bigquery.transfers.get</code></p> <p><code translate="no" dir="ltr">bigquerymigration.<wbr />translation.<wbr />translate</code></p> <devsite-expandable id="expandable-bigquery.user-dataform.locations.*" class="arrow-icon iamperm-wildcard-expandable"> <p class="showalways iamperm-marginless"> <span class="iamperm-wildcard"><code translate="no" dir="ltr">dataform.locations.*</code></span> </p> <ul class="iamperm-wildcard-list"> <li><code translate="no" dir="ltr">dataform.locations.get</code></li> <li><code translate="no" dir="ltr">dataform.locations.list</code></li> </ul> </devsite-expandable> <p><code translate="no" dir="ltr">dataform.repositories.create</code></p> <p><code translate="no" dir="ltr">dataform.repositories.list</code></p> <p><code translate="no" dir="ltr">dataplex.projects.search</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.get</code></p> <p><code translate="no" dir="ltr">resourcemanager.projects.list</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquerydatapolicy.admin" data-text="BigQuery Data Policy Admin " tabindex="-1">BigQuery Data Policy Admin </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquerydatapolicy.admin</code>)</p> <span class="role-description"> <p> Role for managing Data Policies in BigQuery </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.dataPolicies.create</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.delete</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.get</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />getIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.list</code></p> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />setIamPolicy</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.update</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquerydatapolicy.maskedReader" data-text="Masked Reader " tabindex="-1">Masked Reader </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquerydatapolicy.maskedReader</code>)</p> <span class="role-description custom"> <p> Masked read access to sub-resources tagged by the policy tag associated with a data policy, for example, BigQuery columns </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />maskedGet</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquerydatapolicy.rawDataReader" data-text="Raw Data Reader Beta " tabindex="-1">Raw Data Reader <sup class="launch-stage-pre-ga">Beta</sup> </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquerydatapolicy.rawDataReader</code>)</p> <span class="role-description"> <p> Raw read access to sub-resources associated with a data policy, for example, BigQuery columns </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.<wbr />dataPolicies.<wbr />getRawData</code></p> </td> </tr> <tr> <td class="role-description">  <h4 class="role-title add-link" id="bigquerydatapolicy.viewer" data-text="BigQuery Data Policy Viewer " tabindex="-1">BigQuery Data Policy Viewer </h4> <p class="iamperm-marginless">(<code translate="no" dir="ltr">roles/<wbr />bigquerydatapolicy.viewer</code>)</p> <span class="role-description"> <p> Role for viewing Data Policies in BigQuery </p> </span> </td> <td class="role-permissions"> <p><code translate="no" dir="ltr">bigquery.dataPolicies.get</code></p> <p><code translate="no" dir="ltr">bigquery.dataPolicies.list</code></p> </td> </tr> </tbody> </table> </div> <h3 id="bigquery-custom-roles" data-text="Custom IAM roles for BigQuery" tabindex="-1">Custom IAM roles for BigQuery</h3> <p>To create a custom IAM role for BigQuery, follow the steps outlined for <a href="/iam/docs/creating-custom-roles">IAM custom roles</a> using the <a href="#bq-permissions">BigQuery permissions</a>.</p> <p><a name="primitive_roles"></a></p> <h3 id="bigquery-basic" data-text="BigQuery basic roles" tabindex="-1">BigQuery basic roles</h3> <p>For information on BigQuery basic roles, see <a href="/bigquery/docs/access-control-basic-roles">BigQuery basic roles and permissions</a>.</p> <aside class="caution"><strong>Caution:</strong><span> BigQuery's dataset-level basic roles existed prior to the introduction of IAM. We recommend that you minimize the use of basic roles. In production environments, don't grant basic roles unless there is no alternative.</span></aside> <h2 id="bq-permissions" data-text="BigQuery permissions" tabindex="-1">BigQuery permissions</h2> <p>The following table describes the permissions available in BigQuery. These are included in predefined roles and can be used in custom role definitions.</p> <table> <tr> <th width="40%">Permission</th> <th width="60%">Description</th> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.bireservations.get</code></td> <td>Read BI Engine reservations.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.bireservations.update</code></td> <td>Update BI Engine reservations.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.capacityCommitments.create</code></td> <td>Create capacity commitments in the project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.capacityCommitments.delete</code></td> <td>Delete a capacity commitment.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.capacityCommitments.get</code></td> <td>Retrieve details about a capacity commitment.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.capacityCommitments.list</code></td> <td>List all capacity commitments in a project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.capacityCommitments.update</code></td> <td>Update all capacity commitments in a project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.config.update</code></td> <td>Create a configuration.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.config.get</code></td> <td>Get details about a configuration.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.create</code></td> <td>Create new connections in a project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.delete</code></td> <td>Delete a connection.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.get</code></td> <td>Get connection metadata. Credentials are excluded.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.list</code></td> <td>List connections in a project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.update</code></td> <td>Update a connection and its credentials.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.updateTag</code></td> <td><p>Update tags for a connection.</p></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.use</code></td> <td>Use a connection configuration to connect to a remote data source.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.connections.delegate</code></td> <td>Delegate connection to create authorized external tables and remote functions.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.create</code></td> <td><p>Create new data policies.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.delete</code></td> <td><p>Delete data policies.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.get</code></td> <td><p>Get metadata about data policies.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.getIamPolicy</code></td> <td><p>Read a data policy's IAM permissions.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.list</code></td> <td><p>List data policies in a project.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.maskedGet</code></td> <td><p>View the masked data of a column that has a policy tag associated with a data policy.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.setIamPolicy</code></td> <td><p>Set a data policy's IAM permissions.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.dataPolicies.update</code></td> <td><p>Update metadata for a data policy.</p> </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.create</code></td> <td>Create new empty datasets.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.createTagBinding</code></td> <td>Create <a href="/bigquery/docs/tags">resource tag</a> bindings on a dataset.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.delete</code></td> <td>Delete a dataset.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.deleteTagBinding</code></td> <td>Delete <a href="/bigquery/docs/tags">resource tag</a> bindings on a dataset.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.get</code></td> <td>Get metadata and permissions about a dataset. Viewing permissions in Google Cloud console also requires the <code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code> permission.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.getIamPolicy</code></td> <td>Required by the Google Cloud console to give the user the option of getting a dataset's IAM permissions. Fails open. The ability to actually perform the operation of getting the permissions is gated by the <code translate="no" dir="ltr">bigquery.datasets.get</code> permission.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.link</code></td> <td>Create a <a href="/bigquery/docs/analytics-hub-introduction#linked_datasets">linked dataset</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.listTagBindings</code></td> <td>List <a href="/bigquery/docs/tags">resource tag</a> bindings on a dataset.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.setIamPolicy</code></td> <td>Required by the Google Cloud console to give the user the option of setting a dataset's IAM permissions. Fails open. The ability to actually perform the operation of setting the permissions is gated by the <code translate="no" dir="ltr">bigquery.datasets.update</code> permission.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.update</code></td> <td>Update metadata and permissions for a dataset. Granting permissions in Google Cloud console also requires the <code translate="no" dir="ltr">bigquery.datasets.setIamPolicy</code> permission.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.datasets.updateTag</code></td> <td>Update <a href="/data-catalog/docs/tags-and-tag-templates">Data Catalog tags</a> for a dataset.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.jobs.create</code></td> <td>Run jobs (including queries) within the project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.jobs.get</code></td> <td>Get data and metadata on any job.<sup>1</sup></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.jobs.list</code></td> <td>List all jobs and retrieve metadata on any job submitted by any user. For jobs submitted by other users, details and metadata are redacted.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.jobs.listAll</code></td> <td>List all jobs and retrieve metadata on any job submitted by any user.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.jobs.listExecutionMetadata</code></td> <td>List all job execution metadata (without sensitive information) on any job submitted by any user. It can only be applied at the organization level and is used by Admin UI.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.jobs.delete</code></td> <td>Delete metadata for a job.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.jobs.update</code></td> <td>Cancel any job.<sup>1</sup></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.create</code></td> <td>Create new <a href="/bigquery/docs/bqml-introduction">machine learning models</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.delete</code></td> <td>Delete <a href="/bigquery/docs/bqml-introduction">machine learning models</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.getData</code></td> <td>Get <a href="/bigquery/docs/bqml-introduction">machine learning model</a> data. To get model metadata, you need <code translate="no" dir="ltr">bigquery.models.getMetadata</code>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.getMetadata</code></td> <td>Get <a href="/bigquery/docs/bqml-introduction">machine learning model</a> metadata. To get model data, you need <code translate="no" dir="ltr">bigquery.models.getData</code>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.list</code></td> <td>List <a href="/bigquery/docs/bqml-introduction">machine learning models</a> and metadata on models.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.updateData</code></td> <td>Update <a href="/bigquery/docs/bqml-introduction">machine learning model</a> data. To update model metadata, you need <code translate="no" dir="ltr">bigquery.models.updateMetadata</code>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.updateMetadata</code></td> <td>Update <a href="/bigquery/docs/bqml-introduction">machine learning model</a> metadata. To update model data, you need <code translate="no" dir="ltr">bigquery.models.updateData</code>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.export</code></td> <td>Export <a href="/bigquery/docs/bqml-introduction">machine learning models</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.updateTag</code></td> <td>Update <a href="/data-catalog/docs/tags-and-tag-templates">Data Catalog tags</a> for a model.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.readsessions.create</code></td> <td>Create a new read session using the <a href="/bigquery/docs/reference/storage">Storage Read API</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.readsessions.getData</code></td> <td>Read data from a read session using the <a href="/bigquery/docs/reference/storage">Storage Read API</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.readsessions.update</code></td> <td>Update a read session using the <a href="/bigquery/docs/reference/storage">Storage Read API</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservations.create</code></td> <td>Create a <a href="/bigquery/docs/reservations-tasks">slot reservation</a> in an administration project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservations.delete</code></td> <td>Delete a <a href="/bigquery/docs/reservations-tasks">slot reservation</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservations.get</code></td> <td>Retrieve details about a <a href="/bigquery/docs/reservations-tasks">slot reservation</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservations.list</code></td> <td>List all <a href="/bigquery/docs/reservations-tasks">slot reservations</a> in an administration project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservations.update</code></td> <td>Update the properties of a <a href="/bigquery/docs/reservations-tasks">slot reservation</a>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservationAssignments.create</code></td> <td><p>Create a <a href="/bigquery/docs/reservations-assignments">reservation assignment</a>. This permission is required on the owner project and assignee resource.<br>To move a reservation assignment, you need <code translate="no" dir="ltr">bigquery.reservationAssignments.create</code> on the new owner project and assignee resource.</p></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservationAssignments.delete</code></td> <td><p>Delete a <a href="/bigquery/docs/reservations-assignments">reservation assignment</a>. This permission is required on the owner project and assignee resource.<br>To move a reservation assignment, you need <code translate="no" dir="ltr">bigquery.reservationAssignments.delete</code> on the existing owner project and assignee resource.</p></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservationAssignments.list</code></td> <td>List all <a href="/bigquery/docs/reservations-assignments">reservation assignments</a> in a project.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.reservationAssignments.search</code></td> <td>Find a <a href="/bigquery/docs/reservations-assignments">reservation assignment</a> for a given project, folder, or organization.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.create</code></td> <td>Create a new row-level access policy on a table.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.delete</code></td> <td>Delete a row-level access policy from a table.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.getFilteredData</code></td> <td>Get data in a table that you want to be visible only to the principals in a row-level access policy's grantee list. <i><a href="/bigquery/docs/best-practices-row-level-security#filtered-data-viewer">We recommend</a> this permission only be granted on a row-level access policy resource.</i></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.list</code></td> <td>List all row-level access policies on a table.</td> </tr> <tr id="bigquery.rowAccessPolicies.overrideTimeTravelRestrictions"> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.overrideTimeTravelRestrictions</code></td> <td>Access <a href="/bigquery/docs/time-travel">historical data</a> for a table that has, or has previously had, row-level access policies. </td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.getIamPolicy</code></td> <td>Get a row access policy's IAM permissions.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.setIamPolicy</code></td> <td>Set the row access policy's IAM permissions.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.rowAccessPolicies.update</code></td> <td>Re-create a row-level access policy.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.routines.create</code></td> <td>Create new routines (functions and stored procedures).</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.routines.delete</code></td> <td>Delete routines.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.routines.get</code></td> <td>Get routine definitions and metadata.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.routines.list</code></td> <td>List routines and metadata on routines.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.routines.update</code></td> <td><p>Update routine definitions and metadata.</p></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.routines.updateTag</code></td> <td><p>Update <a href="/data-catalog/docs/tags-and-tag-templates">Data Catalog tags</a> for a routine.</p></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.savedqueries.create</code></td> <td>Create saved queries.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.savedqueries.delete</code></td> <td>Delete saved queries.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.savedqueries.get</code></td> <td>Get metadata on saved queries.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.savedqueries.list</code></td> <td>List saved queries.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.savedqueries.update</code></td> <td>Update saved queries.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.create</code></td> <td>Create new tables.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.createIndex</code></td> <td>Create search indexes on tables.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.createSnapshot</code> </td> <td>Create new table snapshots.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.createTagBinding</code> </td> <td>Create <a href="/bigquery/docs/tags">resource tag</a> bindings on a table.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.delete</code></td> <td>Delete tables.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.deleteIndex</code></td> <td>Drop search indexes on tables.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.deleteSnapshot</code> </td> <td>Delete table snapshots.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.deleteTagBinding</code> </td> <td>Delete <a href="/bigquery/docs/tags">resource tag</a> bindings on a table.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.export</code></td> <td>Export table data out of BigQuery.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.get</code></td> <td>Get table metadata. <br>To get table data, you need <code translate="no" dir="ltr">bigquery.tables.getData</code>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.getData</code></td> <td>Get table data. This permission is required for querying table data.<br> To get table metadata, you need <code translate="no" dir="ltr">bigquery.tables.get</code>.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.getIamPolicy</code></td> <td>Read a table's IAM policy.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.list</code></td> <td>List tables and metadata on tables.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.listEffectiveTags</code></td> <td><a href="/sdk/gcloud/reference/resource-manager/tags/bindings/list">List effective tag bindings</a> with the Cloud Resource Manager API. Checked when the <code translate="no" dir="ltr">--effective</code> flag is used.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.listTagBindings</code></td> <td><a href="/sdk/gcloud/reference/resource-manager/tags/bindings/list">List tag bindings</a> with the Cloud Resource Manager API.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.replicateData</code></td> <td>Replicate table data. This permission is required for creating replica materialized views.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.restoreSnapshot</code> </td> <td>Restore table snapshots.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.setCategory</code></td> <td>Set policy tags in table schema.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.setIamPolicy</code></td> <td>Change a table's IAM policy.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.update</code></td> <td><p>Update table metadata.<br>To update table data, you need <code translate="no" dir="ltr">bigquery.tables.updateData</code>.</p></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.updateData</code></td> <td><p>Update table data.<br>To update table metadata, you need <code translate="no" dir="ltr">bigquery.tables.update</code>.</p></td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.tables.updateTag</code></td> <td>Update <a href="/data-catalog/docs/tags-and-tag-templates">Data Catalog tags</a> for a table.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.transfers.get</code></td> <td>Get transfer metadata.</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.transfers.update</code></td> <td>Create, update, and delete transfers.</td> </tr> </table> <p><sup>1</sup> For any job you create, you automatically have the equivalent of the <code translate="no" dir="ltr">bigquery.jobs.get</code> and <code translate="no" dir="ltr">bigquery.jobs.update</code> permissions for that job.</p> <h2 id="bqml-permissions" data-text="Permissions for BigQuery ML tasks" tabindex="-1">Permissions for BigQuery ML tasks</h2> <p>The following table describes the permissions needed for common BigQuery ML tasks.</p> <table> <tr> <th width="40%">Permission</th> <th width="60%">Description</th> </tr> <tr> <td> <code translate="no" dir="ltr">bigquery.jobs.create</code><br> <code translate="no" dir="ltr">bigquery.models.create</code><br> <code translate="no" dir="ltr">bigquery.models.getData</code><br> <code translate="no" dir="ltr">bigquery.models.updateData</code><br> </td> <td>Create a new model using <code translate="no" dir="ltr">CREATE MODEL</code> statement</td> </tr> <tr> <td> <code translate="no" dir="ltr">bigquery.jobs.create</code><br> <code translate="no" dir="ltr">bigquery.models.create</code><br> <code translate="no" dir="ltr">bigquery.models.getData</code><br> <code translate="no" dir="ltr">bigquery.models.updateData</code><br> <code translate="no" dir="ltr">bigquery.models.updateMetadata</code><br> </td> <td>Replace an existing model using <code translate="no" dir="ltr">CREATE OR REPLACE MODEL</code> statement</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.delete</code></td> <td>Delete model using <a href="/bigquery/docs/reference/rest/v2/models/delete">models.delete</a> API</td> </tr> <tr> <td> <code translate="no" dir="ltr">bigquery.jobs.create</code><br> <code translate="no" dir="ltr">bigquery.models.delete</code><br> </td> <td>Delete model using <code translate="no" dir="ltr">DROP MODEL</code> statement</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.getMetadata</code></td> <td>Get model metadata using <a href="/bigquery/docs/reference/rest/v2/models/get">models.get</a> API</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.list</code></td> <td>List models and metadata on models using <a href="/bigquery/docs/reference/rest/v2/models/list">models.list</a> API</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.updateMetadata</code></td> <td>Update model metadata using <a href="/bigquery/docs/reference/rest/v2/models/delete">models.delete</a> API. If setting or updating a non-zero expiration time for Model, <code translate="no" dir="ltr">bigquery.models.delete</code> permission is also needed </td> </tr> <tr> <td> <code translate="no" dir="ltr">bigquery.jobs.create</code><br> <code translate="no" dir="ltr">bigquery.models.getData</code> </td> <td>Perform evaluation, prediction and model and feature inspections using functions such as <code translate="no" dir="ltr">ML.EVALUATE</code>, <code translate="no" dir="ltr">ML.PREDICT</code>, <code translate="no" dir="ltr">ML.TRAINING_INFO</code>, and <code translate="no" dir="ltr">ML.WEIGHTS</code>.</td> </tr> <tr> <td> <code translate="no" dir="ltr">bigquery.jobs.create</code><br> <code translate="no" dir="ltr">bigquery.models.export</code> </td> <td>Export a model</td> </tr> <tr> <td><code translate="no" dir="ltr">bigquery.models.updateTag</code></td> <td>Update <a href="/data-catalog/docs/tags-and-tag-templates">Data Catalog tags</a> for a model.</td> </tr> </table> <h2 id="whats_next" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li>For more information about assigning roles at the dataset level, see <a href="/bigquery/docs/dataset-access-controls">Controlling access to datasets</a>.</li> <li>For more information about assigning roles at the table or view level, see <a href="/bigquery/docs/table-access-controls">Controlling access to tables and views</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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