# Documentation - 2026.2

## 2026.2

- [Immuta Documentation - 2026.2](https://documentation.immuta.com/2026.2/readme.md): One platform to optimize how you access and control data.
- [Deploy Immuta](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment.md)
- [Requirements](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/deployment-requirements.md)
- [Install](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/install.md)
- [Managed Public Cloud](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/install/managed-public-cloud.md)
- [Red Hat OpenShift](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/install/red-hat-openshift.md)
- [Upgrade to 2026.2](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/upgrade-immuta.md)
- [Connection API Changes](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/upgrade-immuta/api-changes.md)
- [Guides](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure.md)
- [Ingress Configuration](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/ingress-configuration.md)
- [TLS Configuration](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/tls-configuration.md)
- [Cosign Verification](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/cosign-verification.md)
- [Production Best Practices](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/immuta-in-production.md)
- [Rotating Credentials](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/rotating-credentials.md)
- [External Cache Configuration](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/external-cache-configuration.md)
- [Enabling Legacy Query Engine](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/enabling-legacy-query-engine.md)
- [Private Container Registries](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/private-container-registries.md)
- [Air-Gapped Environments](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/immuta-in-an-air-gapped-environment.md)
- [OpenSearch Authentication](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/opensearch-authentication.md)
- [Setting Up OpenSearch User Permissions for an AWS Role](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/opensearch-authentication/setting-up-opensearch-user-permissions-for-an-aws-role.md)
- [Setting Up OpenSearch User Permissions for Username and Password Authentication](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/opensearch-authentication/setting-up-opensearch-user-permissions-for-username-and-password-authentication.md)
- [Audit Best Practices](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/configure/audit-best-practices.md)
- [Disaster Recovery](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/disaster-recovery.md)
- [Troubleshooting](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/troubleshooting.md)
- [Conventions](https://documentation.immuta.com/2026.2/configuration/self-managed-deployment/conventions.md)
- [Connect Integrations](https://documentation.immuta.com/2026.2/configuration/integrations.md)
- [Integrations Overview](https://documentation.immuta.com/2026.2/configuration/integrations/integrations-overview.md)
- [Amazon S3](https://documentation.immuta.com/2026.2/configuration/integrations/amazon-s3.md)
- [Azure Synapse Analytics](https://documentation.immuta.com/2026.2/configuration/integrations/azure-synapse-analytics.md): Learn about how Immuta generates policy-enforced views in your Azure Synapse Analytics Dedicated SQL pool to govern your data
- [Getting Started with Azure Synapse Analytics](https://documentation.immuta.com/2026.2/configuration/integrations/azure-synapse-analytics/synapse.md): Learn how to best implement Immuta with Azure Synapse Analytics in your data ecosystem
- [Configure Azure Synapse Analytics Integration](https://documentation.immuta.com/2026.2/configuration/integrations/azure-synapse-analytics/configure-azure-synapse-analytics-integration.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/integrations/azure-synapse-analytics/reference-guides.md)
- [Azure Synapse Analytics Integration](https://documentation.immuta.com/2026.2/configuration/integrations/azure-synapse-analytics/reference-guides/azure-synapse-analytics.md)
- [Azure Synapse Analytics Pre-Configuration Details](https://documentation.immuta.com/2026.2/configuration/integrations/azure-synapse-analytics/reference-guides/pre-configuration.md)
- [Databricks](https://documentation.immuta.com/2026.2/configuration/integrations/databricks.md): Learn about Immuta's integrations for Databricks
- [Databricks Spark](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark.md): Learn about how you can register data from the Databricks legacy Hive metastore and govern access to that data
- [Getting Started with Databricks Spark](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/databricks-spark-getting-started.md)
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides.md)
- [Configure a Databricks Spark Integration](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides/configuration.md)
- [Manually Update Your Databricks Cluster](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides/cluster-update.md): Manually update your Databricks cluster to reflect changes in cluster policies or the Immuta init script
- [Install a Trusted Library](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides/installation.md): Install a third-party library as trusted to enable that library's code to bypass the Immuta security manager
- [Project UDFs Cache Settings](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides/project-udfs.md): Lower the web service cache timeout settings of project UDFs
- [Run R and Scala spark-submit Jobs on Databricks](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides/spark-submit.md): Complete prerequisites and create R and Scala spark-submit jobs
- [DBFS Access](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides/access-dbfs.md): Enable DBFS access in Databricks for non-sensitive data
- [Troubleshooting](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/how-to-guides/troubleshooting.md): Troubleshoot common errors with the Databricks Spark integration
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides.md)
- [Databricks Spark Integration Configuration](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/databricks.md): Learn how the Databricks Spark integration works to govern data access
- [Installation and Compliance](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/databricks/installation-and-compliance.md): Learn about what Immuta creates in your Databricks environment to enforce access controls
- [Customizing the Integration](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/databricks/customizing-the-integration.md): Learn how to adjust settings for the Databricks Spark integration
- [Setting Up Users](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/databricks/setting-up-users.md): Learn about user impersonation and how to map your Databricks users into Immuta
- [Spark Environment Variables](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/databricks/configuration.md): Learn about the available Spark environment variables so that you can customize your Databricks Spark integration
- [Ephemeral Overrides](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/databricks/ephemeral-overrides.md): Learn about how Immuta uses ephemeral overrides to determine which cluster compute to use when connecting to Databricks for maintenance operations
- [Security and Compliance](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/security-and-compliance.md): Understand the authentication methods, cluster security, and audit features supported by the Databricks Spark integration to ensure you are meeting your organization's security and compliance needs
- [Registering and Protecting Data](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/registering-and-protecting-data.md): Learn how Immuta enforces policies on data in your Databricks Spark environment
- [Accessing Data](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/accessing-data.md): Learn how end users can access policy-enforced data in Databricks Spark
- [Delta Lake API](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-spark/reference-guides/accessing-data/delta-lake-api.md): Learn how to use Spark SQL to achieve the same functionality as the Delta Lake API
- [Databricks Unity Catalog](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog.md): Learn how Databricks can enforce Immuta policies automatically across data in your Unity Catalog metastore
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/how-to-guides.md)
- [Register a Databricks Unity Catalog Connection](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/how-to-guides/register-a-databricks-unity-catalog-connection.md): Register your Databricks Unity Catalog data
- [Remove a Databricks Unity Catalog Connection](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/how-to-guides/register-a-databricks-unity-catalog-connection/remove-a-databricks-unity-catalog-connection.md): Delete your Databricks Unity Catalog connection
- [Manage Databricks Unity Catalog Connection Settings](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/how-to-guides/register-a-databricks-unity-catalog-connection/manage-databricks-unity-catalog-connection-settings.md): Manage Databricks Unity Catalog integration and connection settings
- [Migrate to Unity Catalog](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/how-to-guides/migrating.md): Move your data to Unity Catalog and re-register those securables in Immuta so Immuta can administer Unity Catalog access controls
- [Databricks Unity Catalog Integration Reference Guide](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/databricks-unity-catalog-integration-reference-guide.md): Learn about how the Databricks Unity Catalog integration works and what Immuta creates in your environment to administer access controls directly on objects in Databricks Unity Catalog
- [Security and Compliance](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/databricks-unity-catalog-integration-reference-guide/security-and-compliance.md): Understand the authentication methods and audit features supported by the Databricks Unity Catalog integration to ensure you are meeting your organization's security and compliance needs
- [Protecting Data](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/databricks-unity-catalog-integration-reference-guide/protecting-data.md): Learn how Immuta enforces policies on data in your Databricks Unity Catalog environment
- [Accessing Data](https://documentation.immuta.com/2026.2/configuration/integrations/databricks/databricks-unity-catalog/databricks-unity-catalog-integration-reference-guide/accessing-data.md): Learn how end users can access policy-enforced data in Databricks Unity Catalog
- [Google BigQuery](https://documentation.immuta.com/2026.2/configuration/integrations/google-bigquery.md)
- [Redshift](https://documentation.immuta.com/2026.2/configuration/integrations/redshift.md): Learn about Immuta's integration for Amazon Redshift
- [Getting Started with Redshift](https://documentation.immuta.com/2026.2/configuration/integrations/redshift/redshift.md)
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/integrations/redshift/how-to-guides.md)
- [Configure Redshift Integration](https://documentation.immuta.com/2026.2/configuration/integrations/redshift/how-to-guides/redshift.md)
- [Configure Redshift Spectrum](https://documentation.immuta.com/2026.2/configuration/integrations/redshift/how-to-guides/redshift-spectrum.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/integrations/redshift/reference-guides.md)
- [Redshift Integration](https://documentation.immuta.com/2026.2/configuration/integrations/redshift/reference-guides/redshift.md)
- [Redshift Pre-Configuration Details](https://documentation.immuta.com/2026.2/configuration/integrations/redshift/reference-guides/pre-configuration.md)
- [Snowflake](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake.md): Learn about how you can register data from Snowflake and govern access to that data
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/how-to-guides.md)
- [Register a Snowflake Connection](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/how-to-guides/register-a-snowflake-connection.md): Register your Snowflake data
- [Remove a Snowflake Connection](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/how-to-guides/register-a-snowflake-connection/remove-a-snowflake-connection.md): Delete your Snowflake integration
- [Manage Snowflake Connection Settings](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/how-to-guides/register-a-snowflake-connection/manage-snowflake-connection-settings.md): Manage Snowflake integration and connection settings
- [Enable Snowflake Tag Ingestion](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/how-to-guides/enable-snowflake-tag-ingestion.md): Enable Snowflake tag ingestion to pull Snowflake tags and apply them to data sources
- [Use Snowflake Data Sharing with Immuta](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/how-to-guides/use-data-sharing.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides.md)
- [Snowflake Integration Reference Guide](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/snowflake-integration-reference-guide.md): Learn about how the Snowflake integration works and what Immuta creates in your environment to administer Snowflake access controls directly on objects in Snowflake
- [Security and Compliance](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/snowflake-integration-reference-guide/security-and-compliance.md): Understand the authentication methods and audit features supported by the Snowflake integration to ensure you are meeting your organization's security and compliance needs
- [Protecting Data](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/snowflake-integration-reference-guide/protecting-data.md): Learn how Immuta enforces policies on data in your Snowflake environment
- [Accessing Data](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/snowflake-integration-reference-guide/accessing-data.md): Learn how end users can access policy-enforced data in Snowflake
- [Integration Settings](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/integration-settings.md)
- [Snowflake Data Sharing](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/integration-settings/data-sharing.md)
- [Snowflake Low Row Access Policy Mode](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/integration-settings/low-row-access-overview.md)
- [Snowflake Table Grants](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/integration-settings/table-grants-overview.md)
- [Warehouse Sizing Recommendations](https://documentation.immuta.com/2026.2/configuration/integrations/snowflake/reference-guides/integration-settings/warehouse-sizing-recommendations.md)
- [Starburst (Trino)](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino.md): Learn about how you can register data from Starburst (Trino) and govern access to that data
- [Register a Starburst (Trino) Connection](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/register-a-trino-connection.md): Register your Trino data
- [Customize Read and Write Access Policies for Starburst (Trino)](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/register-a-trino-connection/write-access-mapping.md): Customize how read and write access policies will be enforced when authored
- [Rotate the System API Key](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/register-a-trino-connection/rotate-the-system-api-key.md): Rotate the system API key to mitigate potential security risks
- [Remove a Trino Connection](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/register-a-trino-connection/remove-a-trino-connection.md): Delete your Trino connection
- [Manage Trino Connection Settings](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/register-a-trino-connection/manage-trino-connection-settings.md): Manage Trino integration and connection settings
- [Customize the Immuta Trino Plugin](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/register-a-trino-connection/customize-the-immuta-trino-plugin.md): Learn about the available Trino plugin properties so that you can customize your Trino integration
- [Trino Integration Reference Guide](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/trino-integration-reference-guide.md): Learn about how the Trino integration works and what Immuta creates in your environment to administer Trino access controls directly on objects in Trino
- [Security and Compliance in Trino](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/trino-integration-reference-guide/security-and-compliance-in-trino.md): Understand the authentication methods and audit features supported by the Trino integration to ensure you are meeting your organization's security and compliance needs
- [Protecting Data in Trino](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/trino-integration-reference-guide/protecting-data-in-trino.md): Learn how Immuta enforces policies on data in your Trino environment
- [Accessing Data in Trino](https://documentation.immuta.com/2026.2/configuration/integrations/starburst-trino/trino-integration-reference-guide/accessing-data-in-trino.md): Learn how end users can access policy-enforced data in Trino
- [Queries Immuta Runs in Remote Platforms](https://documentation.immuta.com/2026.2/configuration/integrations/queries-immuta-runs-in-remote-platforms.md)
- [Connect Your Data](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata.md)
- [Connections](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections.md)
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/how-to-guides.md)
- [Use the Connection Upgrade Manager](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/how-to-guides/use-the-connection-upgrade-manager.md)
- [Troubleshooting](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/how-to-guides/use-the-connection-upgrade-manager/troubleshooting.md)
- [Manage Connection Tags](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/how-to-guides/manage-connection-tags.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/reference-guides.md)
- [Connections Reference Guide](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/reference-guides/connections-reference-guide.md)
- [Upgrading to Connections](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/reference-guides/upgrading-to-connections.md)
- [Before You Begin](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/reference-guides/upgrading-to-connections/before-you-begin.md)
- [FAQ](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/connections/reference-guides/upgrading-to-connections/faq.md)
- [Data Sources](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources.md): Learn about how to register and manage your data sources in Immuta
- [Data Sources in Immuta](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-overview.md): Learn about what a data source is and which registration method to use for your data platform
- [Register Data Sources](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/register-data-sources.md): Register data sources for select integrations that still support this method
- [Amazon S3 Data Source](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/register-data-sources/s3-tutorial.md): Register data from Amazon S3
- [Azure Synapse Analytics Data Source](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/register-data-sources/synapse-tutorial.md): Register data from Azure Synapse Analytics
- [Databricks Data Source](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/register-data-sources/databricks-tutorial.md): Register data from Databricks Spark
- [Google BigQuery Data Source](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/register-data-sources/bigquery-tutorial.md): Register data from Google BigQuery
- [Redshift Data Source](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/register-data-sources/redshift-tutorial.md): Register data from Amazon Redshift
- [Data Source Settings](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings.md): Learn about managing data source settings
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings/how-to-guides.md)
- [Manage Data Sources and Data Source Settings](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings/how-to-guides/manage-settings.md): Edit data source information; resync policies; and disable, enable, or delete data sources
- [Manage Data Source Members](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings/how-to-guides/manage-members.md): Manage users' roles and access to a data source
- [Manage Access Requests and Tasks](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings/how-to-guides/manage-requests.md): Approve or deny data source access requests and validate updated columns
- [Manage Column Descriptions and Tags](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings/how-to-guides/manage-dictionary.md): Edit column descriptions and column tags
- [Disable Immuta from Sampling Raw Data](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings/how-to-guides/disable-data-sampling.md): Prevent Immuta from sampling raw data
- [Data Source Health Checks Reference Guide](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/data-source-settings/data-source-health-checks.md): Learn about the health checks Immuta runs on your data
- [Schema Monitoring](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring.md): Learn how Immuta reflects changes to tables or columns in your data platform
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring/how-to-guides.md)
- [Run Schema Monitoring and Column Detection Jobs](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring/how-to-guides/run-schema-monitoring.md): Manually run schema monitoring or column detection
- [Manage Schema Monitoring](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring/how-to-guides/manage-schema-monitoring.md): Enable or disable schema monitoring and edit the format of data source or SQL table names
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring/reference-guides.md)
- [Schema Monitoring](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring/reference-guides/schema-monitoring.md): Learn about how schema monitoring works in Immuta to keep your data sources up to date
- [Schema Projects](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring/reference-guides/schema-projects.md): Learn about how schema projects organize data sources within a schema
- [Why Use Schema Monitoring?](https://documentation.immuta.com/2026.2/configuration/integrations/registering-metadata/data-sources/schema-monitoring/schema-monitoring-explained.md): Learn about the benefits of using schema monitoring
- [Manage Data Metadata](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata.md): Learn about how to manage tags, external catalogs, data identification tags, or data classification tags
- [Connect External Catalogs](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/catalogs.md): Learn about connecting external catalogs
- [Configure an External Catalog](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/catalogs/configure.md): Connect your external catalog to pull data metadata into Immuta
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/catalogs/reference-guides.md)
- [External Catalogs](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/catalogs/reference-guides/pre-configuration.md): Learn about supported external catalogs and how they interact with Immuta
- [Custom REST Catalog Interface Endpoints](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/catalogs/reference-guides/interface.md): Learn about the custom REST catalog integration and its endpoints
- [Data Identification](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery.md): Learn about how data identification discovers and tags your data
- [Introduction](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/discover-introduction.md): Learn about the challenges of traditional data discovery tools and how Immuta's solution differs
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/how-to-guides.md)
- [Set Up Identification](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/how-to-guides/enable-sdd.md): Enable identification to automatically tag your data
- [Manage Individual Identifiers](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/how-to-guides/manage-rules.md): Create, edit, or delete an identifier
- [Run Identification and Manage Settings](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/how-to-guides/manage-sdd-tags.md): Run identification in a domain or on a data source to automatically tag your data
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/reference-guides.md)
- [How Competitive Criteria Analysis Works](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/reference-guides/sdd-scoring.md): Learn how competitive pattern analysis assesses your data to apply column tags
- [Built-in Identifier Reference](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/reference-guides/improved-pack-built-in-identifier-reference.md)
- [Built-In Identifier Changelog](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-discovery/reference-guides/improved-pack-built-in-identifier-reference/built-in-identifier-changelog.md)
- [Data Classification](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-classification.md): Learn about how data classification categorizes the risk level associated with your data
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-classification/how-to-guides.md)
- [Activate Classification Frameworks](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-classification/how-to-guides/activate-framework.md): Activate a classification framework to categorize the sensitivity of your data
- [Adjust Identification and Classification Framework Tags](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-classification/how-to-guides/adjust-classification-tags.md): Tune identification and classification frameworks to adjust where tags are applied based on your own security and compliance needs
- [How to Use a Built-In Classification Framework with Your Own Tags](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-classification/how-to-guides/how-to-use-a-built-in-classification-framework-with-your-own-tags.md): Customize a classification framework to use your own catalog tags
- [Classification Frameworks Reference Guide](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/data-classification/built-in-classification-frameworks-reference-guide.md)
- [Immuta Tags](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/tags.md): Learn about how tags are used and what actions associated with tags are audited in Immuta
- [Create and Manage Tags](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/tags/managing-tags.md): Create, view, or import tags
- [Add Tags to Data Sources and Projects](https://documentation.immuta.com/2026.2/configuration/manage-data-metadata/tags/data-source-tags.md): Add tags to data sources and projects so that data can be targeted by policies that use those tags
- [Manage Users](https://documentation.immuta.com/2026.2/configuration/people.md): Learn about managing users in Immuta
- [Getting Started with Users](https://documentation.immuta.com/2026.2/configuration/people/getting-started.md)
- [Identity Managers (IAMs)](https://documentation.immuta.com/2026.2/configuration/people/section-contents.md): Learn how your identity manager integrates with Immuta
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides.md)
- [LDAP](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/ldap.md): Learn how to best set up the LDAP protocol in Immuta
- [LDAP Protocol](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/ldap/ldap-protocol.md): Connect an identity provider that uses the LDAP protocol
- [Okta LDAP Interface](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/ldap/okta-ldap.md): Connect Okta LDAP Interface to Immuta
- [OpenID Connect](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/openid-connect.md): Learn how to best set up the OpenID Connect protocol in Immuta
- [OpenID Connect Protocol](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/openid-connect/openid-connect-protocol.md): Connect an identity provider that uses the OpenID Connect protocol
- [Okta and OpenID Connect](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/openid-connect/okta-openid-connect.md): Connect Okta with OpenID Connect
- [OneLogin with OpenID Connect](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/openid-connect/onelogin.md): Connect OneLogin with OpenID Connect
- [SAML](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/saml.md): Learn how to best set up the SAML protocol in Immuta
- [SAML Protocol](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/saml/enable-saml.md): Connect an identity provider that uses the SAML protocol
- [Microsoft Entra ID](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/saml/microsoft-entra-id.md)
- [Okta SAML SCIM](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/saml/okta-saml-scim.md): Connect Okta with SAML and SCIM
- [Configure an External User Info Endpoint](https://documentation.immuta.com/2026.2/configuration/people/section-contents/how-to-guides/configure-an-external-user-info-endpoint.md): Set up an external user info endpoint to ingest user metadata from an external HTTP endpoint
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides.md)
- [Identity Management Overview](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides/identity-managers.md): Learn about the IAM protocols, identity providers, and IAM features supported by Immuta
- [LDAP Protocol](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides/ldap-protocol.md): Learn how the LDAP protocol works with Immuta
- [OpenID Connect Protocol](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides/openid-connect-protocol.md): Learn how the OpenID Connect protocol works with Immuta
- [SAML Protocol](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides/saml-protocol.md): Learn how the SAML protocol works with Immuta
- [SCIM Protocol](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides/scim-protocol.md): Learn about the features and behavior of Immuta's SCIM implementation
- [Troubleshoot SCIM](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides/scim-protocol/troubleshoot-scim.md): Troubleshoot common errors with SCIM provisioning
- [External User Info Endpoint](https://documentation.immuta.com/2026.2/configuration/people/section-contents/reference-guides/custom-external.md): Learn how Immuta can pull in user attributes from an external HTTP endpoint
- [Immuta Users](https://documentation.immuta.com/2026.2/configuration/people/immuta-users.md): Learn about user permissions and personas in Immuta
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/people/immuta-users/how-to-guides.md)
- [Managing Users and Permissions](https://documentation.immuta.com/2026.2/configuration/people/immuta-users/how-to-guides/managing-personas-and-permissions.md): Create, manage, and delete users
- [Manage Attributes and Groups](https://documentation.immuta.com/2026.2/configuration/people/immuta-users/how-to-guides/managing-attribute-and-group.md): Assign groups and attributes to users
- [External User ID Mapping](https://documentation.immuta.com/2026.2/configuration/people/immuta-users/how-to-guides/external-user-mapping.md): Link external user accounts to corresponding Immuta user accounts
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/people/immuta-users/reference-guides.md)
- [Attributes and Groups in Immuta](https://documentation.immuta.com/2026.2/configuration/people/immuta-users/reference-guides/attribute-and-group-overview.md): Learn about how attributes and groups are used in Immuta
- [Permissions and Personas](https://documentation.immuta.com/2026.2/configuration/people/immuta-users/reference-guides/personas-and-permissions.md): Learn about Immuta users, permissions, and license consumption
- [Organize Data into Domains](https://documentation.immuta.com/2026.2/configuration/domains.md): Learn about managing domains to delegate access management and data ownership
- [Create and Manage Domains](https://documentation.immuta.com/2026.2/configuration/domains/configure-domains.md): Create a domain and assign data sources and domain permissions
- [Domains Reference Guide](https://documentation.immuta.com/2026.2/configuration/domains/domains.md): Learn about how domains allow you to delegate access management and how Immuta enforces domain policies
- [Application Settings](https://documentation.immuta.com/2026.2/configuration/application-settings.md): Learn how to manage application-wide settings for your tenant
- [How-to Guides](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides.md)
- [App Settings](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/config-builder-guide.md): Use the app settings page to configure your tenant
- [BI Tools](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/bi-tools.md)
- [BI Tool Configuration Recommendations](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/bi-tools/bi-tool-configuration-recommendations.md)
- [Power BI Configuration Example](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/bi-tools/power-bi.md): Understand how to configure Power BI with Immuta
- [Tableau Configuration Example](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/bi-tools/tableau.md): Understand how to configure Tableau with Immuta
- [Add a License Key](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/licenses.md)
- [Add ODBC Drivers](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/odbc-drivers.md)
- [Manage Encryption Keys](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/encryption-key-management.md)
- [System Status Bundle](https://documentation.immuta.com/2026.2/configuration/application-settings/how-to-guides/system-status-bundle.md): Export the Immuta status bundle to help assess and resolve issues with your tenant
- [Reference Guides](https://documentation.immuta.com/2026.2/configuration/application-settings/reference-guides.md)
- [Data Processing, Encryption, and Masking Practices](https://documentation.immuta.com/2026.2/configuration/application-settings/reference-guides/data-processing.md)
- [Metadata Ingestion](https://documentation.immuta.com/2026.2/configuration/application-settings/reference-guides/metadata-ingestion.md)
- [Consuming the Documentation with LLMs](https://documentation.immuta.com/2026.2/configuration/consuming-the-documentation-with-llms.md): Understand how LLMs can ingest the content of the Immuta documentation site
- [Introduction](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure.md): Select your use case
- [Automate Data Access Control Decisions](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/automate-data-access-control-decisions.md)
- [The Two Paths: Orchestrated RBAC and ABAC](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/automate-data-access-control-decisions/the-two-paths.md): Orchestrated RBAC and ABA
- [Managing User Metadata](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/automate-data-access-control-decisions/managing-user-metadata.md)
- [Managing Data Metadata](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/automate-data-access-control-decisions/managing-data-metadata.md)
- [Author Policy](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/automate-data-access-control-decisions/author-policy.md)
- [Test and Deploy Policy](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/automate-data-access-control-decisions/test-and-deploy-policy.md)
- [Compliantly Open More Sensitive Data for ML and Analytics](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/compliantly-open-more-sensitive-data-for-ml-and-analytics.md)
- [Managing User Metadata](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/compliantly-open-more-sensitive-data-for-ml-and-analytics/open-managing-user-metadata.md)
- [Managing Data Metadata](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/compliantly-open-more-sensitive-data-for-ml-and-analytics/open-managing-data-metadata.md)
- [Author Policy](https://documentation.immuta.com/2026.2/governance/getting-started-with-secure/compliantly-open-more-sensitive-data-for-ml-and-analytics/open-author-policy.md)
- [Author Policies for Data Access Control](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control.md)
- [Introduction](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/secure-introduction.md): Understand the governance principles behind the design of Immuta
- [Scalability and Evolvability](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/secure-introduction/scalability-and-evolvability.md): Understand how attribute-based access control compares to role-based access control
- [Understandability](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/secure-introduction/understandability.md): Understand the importance of clear, comprehensible policy enforcement
- [Distributed Stewardship](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/secure-introduction/distributed-stewardship.md): Understand the importance of separation of duties
- [Consistency](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/secure-introduction/consistency.md): Understand the importance of consistent policy enforcement across platforms
- [Availability of Data](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/secure-introduction/availability-of-data.md): Understand how anonymization techniques can safely make more data available for users
- [Policies](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure.md): Learn about the policy types available in Immuta to enforce access controls
- [Authoring Policies at Scale](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/policies-explained.md)
- [Data Engineering with Limited Policy Downtime](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/dbt-transform-workflow.md): Minimize policy downtime as you execute transforms using dbt or other transform tools
- [Subscription Policies](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents.md): Learn how to manage table-level access with subscription policies
- [How-to Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/how-to-guides.md)
- [Author a Subscription Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/how-to-guides/subscription-policy-tutorial.md): Build a subscription policy to grant table-level access to users
- [Author an ABAC Subscription Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/how-to-guides/abac-subscription-policy.md): Build a subscription policy that enforces access controls based on users' groups or attributes
- [Subscription Policies Advanced DSL Guide](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/how-to-guides/advanced-dsl-policies.md)
- [Author a Restricted Subscription Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/how-to-guides/restricted-subscription-policies.md): Build a subscription policy that applies only to data sources you own
- [Reference Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/reference-guides.md)
- [Subscription Policies Reference Guide](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/reference-guides/subscription-policies.md): Learn how grant and guardrail subscription policies protect and grant access to data
- [Subscription Policy Access Types](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/reference-guides/subscription-access-types.md): Learn what data platforms support read and write access subscription policies
- [Advanced DSL Policy Builder Functions and Variables](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/section-contents/reference-guides/advanced-special-functions.md): Learn about the definitions and behavior of the variables and functions supported in the advanced DSL policy builder
- [Data Policies](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies.md): Learn how to manage row-, column-, and cell-level access with data policies
- [How-to Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides.md)
- [Author a Masking Data Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/data-policy-tutorial.md): Build a policy that masks columns for users
- [Author a Minimization Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/minimization-tutorial.md): Build a policy that limits the amount of data returned for users
- [Author a Purpose-Based Restriction Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/purpose-tutorial.md): Build a policy that limits access to a specific purpose
- [Author a Restricted Data Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/restricted-data-policies.md): Build a data policy that only applies to data sources you own
- [Author a Reveal Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/author-a-reveal-policy.md): Build a policy that automatically grants exceptions to masking policies
- [Author a Row-Level Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/row-redaction-tutorial.md): Build a policy that limits rows visible to users
- [Author a Time-Based Restriction Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/time-based-tutorial.md): Build a policy that returns data from a specified period of time
- [Policy Certifications and Diffs](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/how-to-guides/manage-policies-per-data-source.md): Create certifications for global policies, certify a policy, and view changes made to a data source's policy
- [Reference Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides.md)
- [Data Policies Reference Guide](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides/data-policies.md): Learn how protect policies and reveal policies enforce access controls
- [Masking Policies](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides/masking-matrix-functions.md): Learn about the types of masking policies Immuta supports
- [Orchestrated Masking Policies](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides/masking-matrix-functions/orchestrated-masking-policies.md)
- [Row-Level Policies](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides/row-redaction-explained.md): Learn how row-level policies limit what data users are allowed to see once they are granted access to a data source
- [Limit to Purpose Policies](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides/limit-to-purpose-policies.md): Learn how purpose policies limit users' access to data
- [Custom WHERE Clause Functions](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides/custom-where-clause-functions.md): Learn about the custom WHERE clause functions Immuta supports
- [Lookup Tables](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/data-policies/reference-guides/lookup-tables.md): Learn how lookup tables can be used to reference user metadata
- [Clone, Activate, or Stage a Policy](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/authoring-policies-in-secure/clone-activate-stage.md): Clone and manage the status of existing global policies
- [Projects and Purpose-Based Access Control](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control.md)
- [Projects and Purpose Controls](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls.md)
- [Getting Started](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/getting-started.md)
- [How-to Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/how-to-guides.md)
- [Create a Project](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/how-to-guides/create-project-tutorial.md)
- [Create and Manage Purposes](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/how-to-guides/purposes-tutorial.md)
- [Project Management](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/how-to-guides/project-management.md)
- [Manage Projects and Project Settings](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/how-to-guides/project-management/manage-projects.md)
- [Manage Project Data Sources](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/how-to-guides/project-management/manage-data-sources.md)
- [Manage Project Members](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/how-to-guides/project-management/manage-members.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/reference-guides.md)
- [Projects and Purposes](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/reference-guides/projects.md)
- [Why Use Purposes?](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/projects-and-purpose-controls/purposes-explained.md)
- [Equalized Access](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/equalized-access.md)
- [Manage Project Equalization](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/equalized-access/manage-equalization.md)
- [Project Equalization Reference Guide](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/equalized-access/equalization.md): Project equalization
- [Why Use Project Equalization?](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/equalized-access/equalization-explained.md)
- [Masked Joins](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/masked-joins.md)
- [Enable Masked Joins](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/masked-joins/enable-masked-joins.md)
- [Why Use Masked Joins?](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/masked-joins/masked-joins-explained.md)
- [Writing to Projects](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/writing-to-projects.md)
- [How-to Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/writing-to-projects/how-to-guides.md)
- [Create and Manage Databricks Spark Project Workspaces](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/writing-to-projects/how-to-guides/databricks-native-workspace-tutorial.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/writing-to-projects/reference-guides.md)
- [Project UDFs (Databricks)](https://documentation.immuta.com/2026.2/governance/author-policies-for-data-access-control/projects-and-purpose-based-access-control/writing-to-projects/reference-guides/project-udfs.md)
- [Observe Access and Activity](https://documentation.immuta.com/2026.2/governance/detect-your-activity.md): Learn how Immuta monitors your environment
- [Introduction](https://documentation.immuta.com/2026.2/governance/detect-your-activity/detect-introduction.md): Understand the challenges involved in detecting internal data security risks
- [Audit](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit.md): Learn about the audit capabilities Immuta provides
- [How-to Guide](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/how-to-guides.md)
- [Run Governance Reports](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/how-to-guides/governor-guide.md): Build Immuta governance reports to view user activity across Immuta
- [Reference Guides](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides.md)
- [Universal Audit Model (UAM)](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/universal-audit-model-uam.md)
- [UAM Schema](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/universal-audit-model-uam/uam-schema.md)
- [Query Audit Logs](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/query-audit-logs.md)
- [Snowflake Query Audit Logs](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/query-audit-logs/snowflake.md): Learn about the audit schema for Snowflake queries
- [Databricks Unity Catalog Query Audit Logs](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/query-audit-logs/databricks-uc.md): Learn about the audit schema for Databricks Unity Catalog queries
- [Databricks Spark Query Audit Logs](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/query-audit-logs/databricks.md): Learn about the audit schema for Databricks Spark queries
- [Starburst (Trino) Query Audit Logs](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/query-audit-logs/trino.md): Learn about the audit schema for Starburst and Trino queries
- [Governance Report Types](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/reports.md): Understand the report types available for viewing user activity across Immuta
- [Unknown Users in Audit Logs](https://documentation.immuta.com/2026.2/governance/detect-your-activity/audit/reference-guides/unknown-user.md): Identify unknown users in query audit logs for Databricks Unity Catalog
- [Dashboards](https://documentation.immuta.com/2026.2/governance/detect-your-activity/detection.md): Learn about audit dashboards
- [Use the Audit Dashboards How-To Guide](https://documentation.immuta.com/2026.2/governance/detect-your-activity/detection/use-dashboards.md): Visualize the data being queried by your users with audit dashboards
- [Audit Dashboards Reference Guide](https://documentation.immuta.com/2026.2/governance/detect-your-activity/detection/detect-concept.md): Learn about the design and capabilities of audit dashboards
- [Notifications](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications.md): Learn how Immuta notifications help you keep track of events from data consumers and data governors
- [How-to Guides](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications/how-to-guides.md)
- [Enable Email Notifications](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications/how-to-guides/enable-email-notifications.md): Enable email notifications for events within Immuta
- [Create a Webhook](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications/how-to-guides/create-a-webhook.md): Create a notification with webhooks for events within Immuta
- [Manage Monitors and Observations](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications/how-to-guides/create-monitor.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications/reference-guides.md)
- [Monitors Reference Guide](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications/reference-guides/detect-monitors-reference-guide.md)
- [Notification Events](https://documentation.immuta.com/2026.2/governance/detect-your-activity/notifications/reference-guides/notification-events.md): Learn about the notification events available within Immuta
- [Access Data](https://documentation.immuta.com/2026.2/governance/data-consumers.md): Learn how to subscribe to data sources, query data, and impersonate Immuta users
- [Subscribe to a Data Source](https://documentation.immuta.com/2026.2/governance/data-consumers/subscribe-to-data-source.md): Subscribe, view, and search for data sources
- [Query Data](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data.md)
- [Querying Snowflake Data](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data/snowflake.md): Query Immuta-protected data in Snowflake
- [Querying Databricks Data](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data/databricks.md): Query Immuta-protected data in Databricks
- [Querying Databricks SQL Data](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data/databricks-sql.md): Query Immuta-protected data in Databricks SQL
- [Querying Starburst (Trino) Data](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data/trino.md): Query Immuta-protected data in Starburst or Trino
- [Querying Redshift Data](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data/redshift.md)
- [Querying Azure Synapse Analytics Data](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data/synapse.md): Query Immuta-protected data in Azure Synapse Analytics
- [Connect to a Database Tool to Run Ad Hoc Queries](https://documentation.immuta.com/2026.2/governance/data-consumers/query-data/connect-to-a-database-tool-to-run-ad-hoc-queries.md)
- [Subscribe to Projects](https://documentation.immuta.com/2026.2/governance/data-consumers/project-member-guide.md): Subscribe to a project, add data sources to a project, or switch project contexts
- [Impersonate a User](https://documentation.immuta.com/2026.2/governance/data-consumers/user-impersonation.md): Impersonate another Immuta user
- [Release Notes](https://documentation.immuta.com/2026.2/releases/releases.md)
- [Immuta v2026.2 Release Notes](https://documentation.immuta.com/2026.2/releases/releases/index.md)
- [Immuta LTS Changelog](https://documentation.immuta.com/2026.2/releases/releases/lts-release-changelog.md): Learn what changed in Immuta since the last long-term support release.
- [Immuta Image Digests](https://documentation.immuta.com/2026.2/releases/releases/image-digests.md)
- [Immuta CLI Release Notes](https://documentation.immuta.com/2026.2/releases/releases/immuta-cli-release-notes.md)
- [Immuta Release Lifecycle](https://documentation.immuta.com/2026.2/releases/release-lifecycle.md)
- [Immuta Support Matrix Overview](https://documentation.immuta.com/2026.2/releases/support-matrix.md)
- [Preview Features](https://documentation.immuta.com/2026.2/releases/preview-levels.md): Preview levels
- [Features in Preview](https://documentation.immuta.com/2026.2/releases/preview-levels/features.md)
- [Deprecations and EOL](https://documentation.immuta.com/2026.2/releases/deprecations.md)
- [The Immuta CLI](https://documentation.immuta.com/2026.2/developer-guides/the-immuta-cli.md): Learn how to use the Immuta CLI
- [Install and Configure the Immuta CLI](https://documentation.immuta.com/2026.2/developer-guides/the-immuta-cli/installation.md): Install the Immuta CLI
- [Manage Your Immuta Tenant](https://documentation.immuta.com/2026.2/developer-guides/the-immuta-cli/immuta.md): Use the CLI to clone your tenant or make an authenticated API request
- [Manage Data Sources](https://documentation.immuta.com/2026.2/developer-guides/the-immuta-cli/datasources.md): Use the CLI to create, edit, or delete data sources
- [Manage Policies](https://documentation.immuta.com/2026.2/developer-guides/the-immuta-cli/policies.md): Use the CLI to create, clone, or delete global policies
- [Manage Projects](https://documentation.immuta.com/2026.2/developer-guides/the-immuta-cli/projects.md): Use the CLI to create, edit, or delete projects
- [Manage Purposes](https://documentation.immuta.com/2026.2/developer-guides/the-immuta-cli/purposes.md): Use the CLI to create, view, or delete purposes
- [The Immuta API](https://documentation.immuta.com/2026.2/developer-guides/api-intro.md): Learn how to interact with the Immuta API
- [Authentication](https://documentation.immuta.com/2026.2/developer-guides/api-intro/authentication.md): Authenticate to the Immuta API
- [Integrations API](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api.md): Connect your data platform to Immuta using the integrations API
- [Getting Started](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/getting-started.md): Configure your data platform, protect your data, and register your metadata via the API
- [How-to Guides](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/how-to-guides.md)
- [Configure an Amazon S3 Integration](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/how-to-guides/s3-api.md): Use the API to set up your Amazon S3 integration
- [Configure an Azure Synapse Analytics Integration](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/how-to-guides/synapse-api.md): Use the API to set up your Azure Synapse Analytics integration
- [Configure a Google BigQuery Integration](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/how-to-guides/bigquery-api.md): Use the API to set up your Google BigQuery view-based integration
- [Configure a Redshift Integration](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/how-to-guides/redshift-api.md)
- [Reference Guides](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/reference-guides.md)
- [Integrations API Endpoints](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/reference-guides/integrations-api.md): Understand the parameters and response schema of the integrations API endpoints
- [Integration Configuration Payload](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/reference-guides/payload.md)
- [Response Schema](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/reference-guides/response-schema.md): Understand the response schema, integration statuses, and validation tests for the integrations API
- [HTTP Status Codes and Error Messages](https://documentation.immuta.com/2026.2/developer-guides/api-intro/integrations-api/reference-guides/status-codes.md): Understand status codes and error messages for the integrations API
- [Connections API](https://documentation.immuta.com/2026.2/developer-guides/api-intro/connections-api.md): Connect your data platform and register your data in a single step using the connections API
- [Connections API](https://documentation.immuta.com/2026.2/developer-guides/api-intro/connections-api/connections-api.md)
- [Immuta V2 API](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v2-api.md): Learn about managing data sources and policies using the V2 API
- [Create a Data Source](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v2-api/data-source.md): Register a data source using the V2 API
- [Create a Data Policy](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v2-api/policies.md): Author a data policy using the V2 API
- [Create a Subscription Policy](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v2-api/subscription-policy.md): Author a subscription policy using the V2 API
- [Create a Project](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v2-api/projects.md)
- [Create a Purpose](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v2-api/purposes.md)
- [Immuta V1 API](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api.md): Learn about configuring and managing Immuta using the V1 API
- [Configure Your Instance of Immuta](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta.md): Learn about setting up notifications, identity providers, licenses, identification, tags, and webhooks using the API
- [Get Job Status](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/jobs.md): Understand the parameters and response schema of the jobs endpoints
- [Manage Frameworks](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/frameworks.md): Understand the parameters and response schema of the frameworks endpoints
- [Manage IAMs](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/bim.md): Understand the parameters and response schema of the bim endpoints
- [Manage Licenses](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/admin.md): Understand the parameters and response schema of the admin endpoints
- [Manage Notifications](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/activity.md): Understand the parameters and response schema of the activity endpoints
- [Manage Tags](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/tagging.md): Understand the parameters and response schema of the tag endpoints
- [Manage Webhooks](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/webhooks.md): Understand the parameters and response schema of the webhooks endpoints
- [Search Filters](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/searchfilter.md): Understand the parameters and response schema of the searchFilter endpoints
- [Manage Identification](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/manage-identification.md)
- [Identification Frameworks to Identifiers in Domains](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/configure-your-instance-of-immuta/manage-identification/identification-frameworks-to-identifiers-in-domains.md)
- [Connect Your Data](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data.md): Learn about registering data sources using the V1 API
- [Create and Manage an Amazon S3 Data Source](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data/s3.md): Understand the parameters and response schema for the native-s3 endpoints
- [Create an Azure Synapse Analytics Data Source](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data/asa.md): Understand the parameters and response schema for the asa endpoints
- [Create an Azure Blob Storage Data Source](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data/azureblob.md): Azure Blob Storage data source API reference guide
- [Create a Databricks Data Source](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data/databricks.md): Databricks data source API reference guide
- [Create a Presto Data Source](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data/presto.md): Presto API reference guide
- [Create a Redshift Data Source](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data/redshift.md): Understand the parameters and response schema for the redshift endpoints
- [Manage Data Source Columns](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/connect-your-data/data-dictionary.md): Understand the parameters and response schema for the dictionary endpoints
- [Use Domains](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/domains-api.md): Understand the parameters and response schema for the domain endpoints
- [Manage Data Access](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access.md): Search for data and manage policies and access requests using the V1 API
- [Manage Access Requests](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/subscription.md): Subscription API reference guide
- [Manage Data and Subscription Policies](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/policy.md): Understand the parameters and response schema for the policy endpoints
- [Manage Write Policies](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/write-policies-api.md): Understand the endpoints and parameters for managing write policies
- [Write Policies Payloads and Response Schema Reference Guide](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/write-policies-api/payload-reference.md): Understand the payloads and response schema for managing write policies
- [Policy Handler Objects](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/policy-handler.md)
- [Search Connection Strings](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/connection-string.md): Understand the parameters and response schema for the connectionStrings endpoint
- [Search for Organizations](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/organizations.md): Understand the parameters and response schema for the organizations endpoint
- [Search Schemas](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-data-access/schemas.md): Understand the parameters and response schema for the schemas endpoint
- [Subscribe to and Manage Data Sources](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/data-sources.md): Understand the parameters and response schema for the dataSource endpoints
- [Search Data Sources](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/data-sources/get-data-sources.md): Understand the parameters and response schema for the dataSource endpoints that search data sources and details
- [Access Data Sources and Manage Requests](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/data-sources/access-data-sources.md): Understand the parameters and response schema for the dataSource endpoints that request for access and manage requests for data sources
- [Manage Data Sources](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/data-sources/manage-data-sources.md): Understand the parameters and response schema for the dataSource endpoints that manage data sources
- [Manage Projects and Purposes](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-projects-and-purposes.md)
- [Manage Projects](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-projects-and-purposes/project.md): Projects API reference guide
- [Manage Purposes](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/manage-projects-and-purposes/governance.md): Governance API reference guide
- [Generate Governance Reports](https://documentation.immuta.com/2026.2/developer-guides/api-intro/immuta-v1-api/generate-governance-reports.md): Understand the parameters and response schema for the governance endpoints


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
This site has an agentic ask interface you may use to query the documentation dynamically by asking a question.

Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters:

```
GET https://documentation.immuta.com/2026.2/index.md?ask=<question>&goal=<user_goal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `automate deployments from our CI pipeline` lets GitBook tailor the answer to that use case.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.