# OpenMetadata Documentation

## Docs

- [OpenMetadata SDKs & APIs](https://docs.open-metadata.org/v1.12.x/api-reference.md): Programmatic access to your OpenMetadata data catalog through REST APIs and native SDKs
- [Authentication](https://docs.open-metadata.org/v1.12.x/api-reference/authentication.md): Authenticate your API requests using JWT Bearer tokens
- [Data Assets](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets.md): APIs for managing data assets across your metadata catalog
- [API Collections](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-collections.md): Create and manage API collections within an API service
- [Create an API Collection](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-collections/create.md): Create a new API collection within an API service
- [Delete an API Collection](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-collections/delete.md): Delete an API collection by ID or name, with soft/hard delete options
- [List API Collections](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-collections/list.md): List all API collections with optional filtering and pagination
- [Retrieve an API Collection](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-collections/retrieve.md): Get an API collection by ID or fully qualified name
- [Update an API Collection](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-collections/update.md): Update API collection properties using JSON Patch
- [API Collection Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-collections/versions.md): List and retrieve historical versions of an API collection
- [API Endpoints](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-endpoints.md): Create and manage API endpoints within an API collection
- [Create an API Endpoint](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-endpoints/create.md): Create a new API endpoint within an API collection
- [Delete an API Endpoint](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-endpoints/delete.md): Delete an API endpoint by ID or name, with soft/hard delete options
- [List API Endpoints](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-endpoints/list.md): List all API endpoints with optional filtering and pagination
- [Retrieve an API Endpoint](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-endpoints/retrieve.md): Get an API endpoint by ID or fully qualified name
- [Update an API Endpoint](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-endpoints/update.md): Update API endpoint properties using JSON Patch
- [API Endpoint Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/api-endpoints/versions.md): List and retrieve historical versions of an API endpoint
- [Charts](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/charts.md): Create and manage charts within a dashboard service
- [Create a Chart](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/charts/create.md): Create a new chart within a dashboard service
- [Delete a Chart](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/charts/delete.md): Delete a chart by ID or name, with soft/hard delete options
- [List Charts](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/charts/list.md): List all charts with optional filtering and pagination
- [Retrieve a Chart](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/charts/retrieve.md): Get a chart by ID or fully qualified name
- [Update a Chart](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/charts/update.md): Update chart properties using JSON Patch
- [Chart Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/charts/versions.md): List and retrieve historical versions of a chart
- [Containers](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/containers.md): Create and manage containers within a storage service
- [Create a Container](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/containers/create.md): Create a new container within a storage service
- [Delete a Container](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/containers/delete.md): Delete a container by ID or name, with soft/hard delete options
- [List Containers](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/containers/list.md): List all containers with optional filtering and pagination
- [Retrieve a Container](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/containers/retrieve.md): Get a container by ID or fully qualified name
- [Update a Container](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/containers/update.md): Update container properties using JSON Patch
- [Container Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/containers/versions.md): List and retrieve historical versions of a container
- [Dashboard Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services.md): Create and manage dashboard service connections
- [Create a Dashboard Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services/create.md): Create a new dashboard service connection
- [Delete a Dashboard Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services/delete.md): Delete a dashboard service by ID or name, with soft/hard delete options
- [Import & Export Dashboard Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services/import-export.md): Import and export dashboard service metadata as CSV
- [List Dashboard Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services/list.md): List all dashboard services with optional filtering and pagination
- [Retrieve a Dashboard Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services/retrieve.md): Get a dashboard service by ID or fully qualified name
- [Update a Dashboard Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services/update.md): Update dashboard service properties using JSON Patch
- [Dashboard Service Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboard-services/versions.md): List and retrieve historical versions of a dashboard service
- [Dashboards](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards.md): Create and manage dashboards within a dashboard service
- [Create a Dashboard](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards/create.md): Create a new dashboard within a dashboard service
- [Delete a Dashboard](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards/delete.md): Delete a dashboard by ID or name, with soft/hard delete options
- [Followers & Votes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards/followers-votes.md): Manage followers and votes for dashboards
- [List Dashboards](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards/list.md): List all dashboards with optional filtering and pagination
- [Retrieve a Dashboard](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards/retrieve.md): Get a dashboard by ID or fully qualified name
- [Update a Dashboard](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards/update.md): Update dashboard properties using JSON Patch
- [Dashboard Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/dashboards/versions.md): List and retrieve historical versions of a dashboard
- [Database Schemas](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas.md): Create and manage database schemas within a database
- [Advanced Database Schema Operations](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/advanced.md): Manage followers, votes, and profiler configuration for database schemas
- [Create a Database Schema](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/create.md): Create a new database schema within a database
- [Delete a Database Schema](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/delete.md): Delete a database schema by ID or name, with soft/hard delete options
- [Import & Export Database Schemas](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/import-export.md): Import and export database schema metadata as CSV
- [List Database Schemas](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/list.md): List all database schemas with optional filtering and pagination
- [Retrieve a Database Schema](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/retrieve.md): Get a database schema by ID or fully qualified name
- [Update a Database Schema](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/update.md): Update database schema properties using JSON Patch
- [Database Schema Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-schemas/versions.md): List and retrieve historical versions of a database schema
- [Database Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services.md): Create and manage database service connections
- [Create a Database Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services/create.md): Create a new database service connection
- [Delete a Database Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services/delete.md): Delete a database service by ID or name, with soft/hard delete options
- [Import & Export Database Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services/import-export.md): Import and export database service metadata as CSV
- [List Database Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services/list.md): List all database services with optional filtering and pagination
- [Retrieve a Database Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services/retrieve.md): Get a database service by ID or fully qualified name
- [Update a Database Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services/update.md): Update database service properties using JSON Patch
- [Database Service Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/database-services/versions.md): List and retrieve historical versions of a database service
- [Databases](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases.md): Create and manage database containers within a service
- [Databases](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases-overview.md): API reference for the database hierarchy — services, databases, schemas, tables, and stored procedures
- [Advanced Database Operations](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/advanced.md): Manage followers, votes, and profiler configuration for databases
- [Create a Database](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/create.md): Create a new database within a database service
- [Delete a Database](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/delete.md): Delete a database by ID or name, with soft/hard delete options
- [Import & Export Databases](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/import-export.md): Import and export database metadata as CSV
- [List Databases](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/list.md): List all databases with optional filtering and pagination
- [Retrieve a Database](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/retrieve.md): Get a database by ID or fully qualified name
- [Update a Database](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/update.md): Update database properties using JSON Patch
- [Database Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/databases/versions.md): List and retrieve historical versions of a database
- [Messaging Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services.md): Create and manage messaging service connections
- [Create a Messaging Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services/create.md): Create a new messaging service connection
- [Delete a Messaging Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services/delete.md): Delete a messaging service by ID or name, with soft/hard delete options
- [Import & Export Messaging Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services/import-export.md): Import and export messaging service metadata as CSV
- [List Messaging Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services/list.md): List all messaging services with optional filtering and pagination
- [Retrieve a Messaging Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services/retrieve.md): Get a messaging service by ID or fully qualified name
- [Update a Messaging Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services/update.md): Update messaging service properties using JSON Patch
- [Messaging Service Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/messaging-services/versions.md): List and retrieve historical versions of a messaging service
- [ML Model Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodel-services.md): Create and manage ML model service connections
- [Create an ML Model Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodel-services/create.md): Create a new ML model service connection
- [Delete an ML Model Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodel-services/delete.md): Delete an ML model service by ID or name, with soft/hard delete options
- [List ML Model Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodel-services/list.md): List all ML model services with optional filtering and pagination
- [Retrieve an ML Model Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodel-services/retrieve.md): Get an ML model service by ID or fully qualified name
- [Update an ML Model Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodel-services/update.md): Update ML model service properties using JSON Patch
- [ML Model Service Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodel-services/versions.md): List and retrieve historical versions of an ML model service
- [ML Models](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels.md): Create and manage ML models within an ML model service
- [Create an ML Model](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels/create.md): Create a new ML model within an ML model service
- [Delete an ML Model](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels/delete.md): Delete an ML model by ID or name, with soft/hard delete options
- [Followers & Votes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels/followers-votes.md): Manage followers and votes for ML models
- [List ML Models](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels/list.md): List all ML models with optional filtering and pagination
- [Retrieve an ML Model](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels/retrieve.md): Get an ML model by ID or fully qualified name
- [Update an ML Model](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels/update.md): Update ML model properties using JSON Patch
- [ML Model Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/mlmodels/versions.md): List and retrieve historical versions of an ML model
- [Pipeline Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services.md): Create and manage pipeline service connections
- [Create a Pipeline Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services/create.md): Create a new pipeline service connection
- [Delete a Pipeline Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services/delete.md): Delete a pipeline service by ID or name, with soft/hard delete options
- [Import & Export Pipeline Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services/import-export.md): Import and export pipeline service metadata as CSV
- [List Pipeline Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services/list.md): List all pipeline services with optional filtering and pagination
- [Retrieve a Pipeline Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services/retrieve.md): Get a pipeline service by ID or fully qualified name
- [Update a Pipeline Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services/update.md): Update pipeline service properties using JSON Patch
- [Pipeline Service Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipeline-services/versions.md): List and retrieve historical versions of a pipeline service
- [Pipelines](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines.md): Create and manage pipelines within a pipeline service
- [Create a Pipeline](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines/create.md): Create a new pipeline within a pipeline service
- [Delete a Pipeline](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines/delete.md): Delete a pipeline by ID or name, with soft/hard delete options
- [Followers & Votes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines/followers-votes.md): Manage followers and votes for pipelines
- [List Pipelines](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines/list.md): List all pipelines with optional filtering and pagination
- [Retrieve a Pipeline](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines/retrieve.md): Get a pipeline by ID or fully qualified name
- [Update a Pipeline](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines/update.md): Update pipeline properties using JSON Patch
- [Pipeline Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/pipelines/versions.md): List and retrieve historical versions of a pipeline
- [Search Indexes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes.md): Create and manage search indexes within a search service
- [Create a Search Index](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes/create.md): Create a new search index within a search service
- [Delete a Search Index](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes/delete.md): Delete a search index by ID or name, with soft/hard delete options
- [Followers & Votes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes/followers-votes.md): Manage followers and votes for search indexes
- [List Search Indexes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes/list.md): List all search indexes with optional filtering and pagination
- [Retrieve a Search Index](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes/retrieve.md): Get a search index by ID or fully qualified name
- [Update a Search Index](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes/update.md): Update search index properties using JSON Patch
- [Search Index Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/search-indexes/versions.md): List and retrieve historical versions of a search index
- [Storage Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/storage-services.md): Create and manage storage service connections
- [Create a Storage Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/storage-services/create.md): Create a new storage service connection
- [Delete a Storage Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/storage-services/delete.md): Delete a storage service by ID or name, with soft/hard delete options
- [List Storage Services](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/storage-services/list.md): List all storage services with optional filtering and pagination
- [Retrieve a Storage Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/storage-services/retrieve.md): Get a storage service by ID or fully qualified name
- [Update a Storage Service](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/storage-services/update.md): Update storage service properties using JSON Patch
- [Storage Service Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/storage-services/versions.md): List and retrieve historical versions of a storage service
- [Stored Procedures](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures.md): Create and manage stored procedures within a database schema
- [Create a Stored Procedure](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures/create.md): Create a new stored procedure within a database schema
- [Delete a Stored Procedure](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures/delete.md): Delete a stored procedure by ID or name, with soft/hard delete options
- [Followers & Votes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures/followers-votes.md): Manage followers and votes for stored procedures
- [List Stored Procedures](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures/list.md): List all stored procedures with optional filtering and pagination
- [Retrieve a Stored Procedure](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures/retrieve.md): Get a stored procedure by ID or fully qualified name
- [Update a Stored Procedure](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures/update.md): Update stored procedure properties using JSON Patch
- [Stored Procedure Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/stored-procedures/versions.md): List and retrieve historical versions of a stored procedure
- [Tables](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables.md): Create and manage table entities within a database schema
- [Create a Table](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/create.md): Create a new table within a database schema
- [Custom Metrics](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/custom-metrics.md): Add and delete custom metrics for tables
- [Delete a Table](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/delete.md): Delete a table by ID or name, with soft/hard delete options
- [Followers & Votes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/followers-votes.md): Manage followers and votes for tables
- [Import & Export Tables](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/import-export.md): Import and export table metadata as CSV
- [List Tables](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/list.md): List all tables with optional filtering and pagination
- [Pipeline Observability](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/observability.md): Get and set pipeline observability data for tables
- [Table Profiler](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/profiler.md): Manage profiler configuration and retrieve profile data for tables
- [Table Relationships](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/relationships.md): Manage joins, data models, columns, and entity relationships for tables
- [Retrieve a Table](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/retrieve.md): Get a table by ID or fully qualified name
- [Table Sample Data](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/sample-data.md): Get, add, and delete sample data for a table
- [Update a Table](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/update.md): Update table properties using JSON Patch
- [Table Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/tables/versions.md): List and retrieve historical versions of a table
- [Topics](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics.md): Create and manage topics within a messaging service
- [Create a Topic](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics/create.md): Create a new topic within a messaging service
- [Delete a Topic](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics/delete.md): Delete a topic by ID or name, with soft/hard delete options
- [Followers & Votes](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics/followers-votes.md): Manage followers and votes for topics
- [List Topics](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics/list.md): List all topics with optional filtering and pagination
- [Retrieve a Topic](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics/retrieve.md): Get a topic by ID or fully qualified name
- [Update a Topic](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics/update.md): Update topic properties using JSON Patch
- [Topic Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-assets/topics/versions.md): List and retrieve historical versions of a topic
- [Data Contracts](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts.md): Define schema, quality, and governance guarantees for data assets
- [Create a Data Contract](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/create.md): Create a new data contract for a data asset
- [Delete a Data Contract](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/delete.md): Delete or restore a data contract
- [List Data Contracts](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/list.md): List and filter data contracts
- [Import & Export](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/odcs.md): Import and export data contracts using the Open Data Contract Standard (ODCS) v3.1.0 format
- [Retrieve a Data Contract](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/retrieve.md): Get a data contract by ID, fully qualified name, or entity reference
- [Update a Data Contract](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/update.md): Update a data contract using JSON Patch
- [Validate & Results](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/validate.md): Validate data contracts and manage execution results
- [Data Contract Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-contracts/versions.md): Track version history of data contract changes
- [Data Quality](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality.md): APIs for managing data quality test definitions, test suites, and test cases
- [Test Cases](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases.md): Create and manage data quality test case instances applied to specific tables and columns
- [Create a Test Case](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases/create.md): Create a new test case instance applied to a specific table or column
- [Delete a Test Case](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases/delete.md): Delete a test case by ID or name, with soft/hard delete options
- [List Test Cases](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases/list.md): List all test cases with optional filtering and pagination
- [Test Case Results](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases/results.md): Get and add test case execution results
- [Retrieve a Test Case](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases/retrieve.md): Get a test case by ID or fully qualified name
- [Update a Test Case](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases/update.md): Update test case properties using JSON Patch
- [Test Case Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-cases/versions.md): List and retrieve historical versions of a test case
- [Test Definitions](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-definitions.md): Define reusable data quality validation rules for tables and columns
- [Create a Test Definition](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-definitions/create.md): Create a custom test definition for data quality validation
- [List Test Definitions](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-definitions/list.md): List all test definitions with optional filtering and pagination
- [Retrieve a Test Definition](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-definitions/retrieve.md): Get a test definition by ID or name
- [Test Suites](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-suites.md): Organize test cases into executable or logical groupings
- [Create a Test Suite](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-suites/create.md): Create a new executable or logical test suite
- [Delete a Test Suite](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-suites/delete.md): Delete a test suite by ID or name, with soft/hard delete options
- [List Test Suites](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-suites/list.md): List all test suites with optional filtering and pagination
- [Retrieve a Test Suite](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-suites/retrieve.md): Get a test suite by ID or fully qualified name
- [Update a Test Suite](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-suites/update.md): Update test suite properties using JSON Patch
- [Test Suite Versions](https://docs.open-metadata.org/v1.12.x/api-reference/data-quality/test-suites/versions.md): List and retrieve historical versions of a test suite
- [Discovery](https://docs.open-metadata.org/v1.12.x/api-reference/discovery.md): Search and discover data assets across your metadata catalog
- [Field Query](https://docs.open-metadata.org/v1.12.x/api-reference/discovery/field-query.md): Search for entities by specific field values
- [Search Entities](https://docs.open-metadata.org/v1.12.x/api-reference/discovery/search.md): Full-text search across all entity types in the metadata catalog
- [Errors](https://docs.open-metadata.org/v1.12.x/api-reference/errors.md): Understanding and handling OpenMetadata API errors
- [Getting Started](https://docs.open-metadata.org/v1.12.x/api-reference/getting-started.md): Set up your environment and make your first API call in minutes
- [Governance](https://docs.open-metadata.org/v1.12.x/api-reference/governance.md): APIs for data governance — domains, data products, glossaries, classifications, and tags
- [Classifications](https://docs.open-metadata.org/v1.12.x/api-reference/governance/classifications.md): Create and manage classifications for organizing tags
- [Create a Classification](https://docs.open-metadata.org/v1.12.x/api-reference/governance/classifications/create.md): Create a new classification for organizing tags
- [Delete a Classification](https://docs.open-metadata.org/v1.12.x/api-reference/governance/classifications/delete.md): Delete a classification by ID or name, with soft/hard delete options
- [List Classifications](https://docs.open-metadata.org/v1.12.x/api-reference/governance/classifications/list.md): List all classifications with optional filtering and pagination
- [Retrieve a Classification](https://docs.open-metadata.org/v1.12.x/api-reference/governance/classifications/retrieve.md): Get a classification by ID or fully qualified name
- [Update a Classification](https://docs.open-metadata.org/v1.12.x/api-reference/governance/classifications/update.md): Update classification properties using JSON Patch
- [Classification Versions](https://docs.open-metadata.org/v1.12.x/api-reference/governance/classifications/versions.md): List and retrieve historical versions of a classification
- [Data Products](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products.md): Create and manage data products within domains
- [Create a Data Product](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products/create.md): Create a new data product within a domain
- [Delete a Data Product](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products/delete.md): Delete a data product by ID or name, with soft/hard delete options
- [List Data Products](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products/list.md): List all data products with optional filtering and pagination
- [Ports & Assets](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products/ports-assets.md): Manage input ports, output ports, and assets for a data product
- [Retrieve a Data Product](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products/retrieve.md): Get a data product by ID or fully qualified name
- [Update a Data Product](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products/update.md): Update data product properties using JSON Patch
- [Data Product Versions](https://docs.open-metadata.org/v1.12.x/api-reference/governance/data-products/versions.md): List and retrieve historical versions of a data product
- [Domains](https://docs.open-metadata.org/v1.12.x/api-reference/governance/domains.md): Create and manage domains for organizing data assets by business areas
- [Create a Domain](https://docs.open-metadata.org/v1.12.x/api-reference/governance/domains/create.md): Create a new domain for organizing data assets by business area
- [Delete a Domain](https://docs.open-metadata.org/v1.12.x/api-reference/governance/domains/delete.md): Delete a domain by ID or name, with soft/hard delete options
- [List Domains](https://docs.open-metadata.org/v1.12.x/api-reference/governance/domains/list.md): List all domains with optional filtering and pagination
- [Retrieve a Domain](https://docs.open-metadata.org/v1.12.x/api-reference/governance/domains/retrieve.md): Get a domain by ID or fully qualified name
- [Update a Domain](https://docs.open-metadata.org/v1.12.x/api-reference/governance/domains/update.md): Update domain properties using JSON Patch
- [Domain Versions](https://docs.open-metadata.org/v1.12.x/api-reference/governance/domains/versions.md): List and retrieve historical versions of a domain
- [Glossaries](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossaries.md): Create and manage glossaries for business terminology
- [Create a Glossary](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossaries/create.md): Create a new glossary for business terminology
- [Delete a Glossary](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossaries/delete.md): Delete a glossary by ID or name, with soft/hard delete options
- [List Glossaries](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossaries/list.md): List all glossaries with optional filtering and pagination
- [Retrieve a Glossary](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossaries/retrieve.md): Get a glossary by ID or fully qualified name
- [Update a Glossary](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossaries/update.md): Update glossary properties using JSON Patch
- [Glossary Versions](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossaries/versions.md): List and retrieve historical versions of a glossary
- [Glossary Terms](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossary-terms.md): Create and manage glossary terms within glossaries
- [Create a Glossary Term](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossary-terms/create.md): Create a new glossary term within a glossary
- [Delete a Glossary Term](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossary-terms/delete.md): Delete a glossary term by ID or name, with soft/hard delete options
- [List Glossary Terms](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossary-terms/list.md): List all glossary terms with optional filtering and pagination
- [Retrieve a Glossary Term](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossary-terms/retrieve.md): Get a glossary term by ID or fully qualified name
- [Update a Glossary Term](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossary-terms/update.md): Update glossary term properties using JSON Patch
- [Glossary Term Versions](https://docs.open-metadata.org/v1.12.x/api-reference/governance/glossary-terms/versions.md): List and retrieve historical versions of a glossary term
- [Tags](https://docs.open-metadata.org/v1.12.x/api-reference/governance/tags.md): Create and manage tags within classifications
- [Create a Tag](https://docs.open-metadata.org/v1.12.x/api-reference/governance/tags/create.md): Create a new tag within a classification
- [Delete a Tag](https://docs.open-metadata.org/v1.12.x/api-reference/governance/tags/delete.md): Delete a tag by ID or name, with soft/hard delete options
- [List Tags](https://docs.open-metadata.org/v1.12.x/api-reference/governance/tags/list.md): List all tags with optional filtering and pagination
- [Retrieve a Tag](https://docs.open-metadata.org/v1.12.x/api-reference/governance/tags/retrieve.md): Get a tag by ID or fully qualified name
- [Update a Tag](https://docs.open-metadata.org/v1.12.x/api-reference/governance/tags/update.md): Update tag properties using JSON Patch
- [Tag Versions](https://docs.open-metadata.org/v1.12.x/api-reference/governance/tags/versions.md): List and retrieve historical versions of a tag
- [Add Lineage](https://docs.open-metadata.org/v1.12.x/api-reference/lineage/add.md): Create a lineage edge between two entities
- [Delete Lineage](https://docs.open-metadata.org/v1.12.x/api-reference/lineage/delete.md): Remove a lineage edge between two entities
- [Export Lineage](https://docs.open-metadata.org/v1.12.x/api-reference/lineage/export.md): Export the lineage graph for an entity as CSV
- [Get Lineage](https://docs.open-metadata.org/v1.12.x/api-reference/lineage/get.md): Retrieve the lineage graph for an entity by ID or fully qualified name
- [Lineage](https://docs.open-metadata.org/v1.12.x/api-reference/lineage/index.md): Query, create, delete, and export data lineage between entities
- [Main Concepts | OpenMetadata Core Concepts Overview](https://docs.open-metadata.org/v1.12.x/api-reference/main-concepts.md): Connect Main Concepts to enable streamlined access, monitoring, or search of enterprise data using secure and scalable integrations.
- [Backend DB](https://docs.open-metadata.org/v1.12.x/api-reference/main-concepts/backend-db.md)
- [High Level Design | OpenMetadata Architecture Overview](https://docs.open-metadata.org/v1.12.x/api-reference/main-concepts/high-level-design.md): Explore high-level architectural design to understand how components interact across storage, processing, and access layers.
- [Metadata Standard | OpenMetadata Core Schema Guide](https://docs.open-metadata.org/v1.12.x/api-reference/main-concepts/metadata-standard.md): Overview of metadata standard schemas governing how entities, types, analytics, and governance structures are defined.
- [APIs | OpenMetadata Metadata Standard APIs](https://docs.open-metadata.org/v1.12.x/api-reference/main-concepts/metadata-standard/apis.md)
- [Pagination](https://docs.open-metadata.org/v1.12.x/api-reference/pagination.md): Navigate through large result sets using cursor-based pagination
- [OpenMetadata SDK | OpenMetadata Software Development Kit](https://docs.open-metadata.org/v1.12.x/api-reference/sdk.md): Connect Sdk to enable streamlined access, monitoring, or search of enterprise data using secure and scalable integrations.
- [Go SDK](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/go.md)
- [Go SDK - API Methods](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/go-api-methods.md)
- [OpenMetadata Standards](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/openmetadata-standards.md): Explore the open standard for unified metadata management, including JSON Schemas, RDF/OWL ontologies, and API specifications.
- [Python SDK | OpenMetadata Python SDK Documentation](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python.md): Master OpenMetadata'sPython SDK with comprehensive documentation, code examples, and API guides. Build powerful data discovery and governance solutions.
- [Overview](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference.md)
- [Aut Provider](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/auth-provider.md)
- [Client](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/client.md)
- [Client Utils](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/client-utils.md)
- [Credentials](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/credentials.md)
- [Dashboard Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/dashboard-mixin.md)
- [Data Insight Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/data-insight-mixin.md)
- [ES Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/es-mixin.md)
- [Ingestion Pipeline Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/ingestion-pipeline-mixin.md)
- [Lineage Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/lineage-mixin.md)
- [ML Model Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/mlmodel-mixin.md)
- [Models](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/models.md)
- [Ometa API](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/ometa-api.md)
- [Patch Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/patch-mixin.md)
- [Patch Mixin Utils](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/patch-mixin-utils.md)
- [Pipeline Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/pipeline-mixin.md)
- [Provider Registry](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/provider-registry.md)
- [Query Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/query-mixin.md)
- [Role Policy Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/role-policy-mixin.md)
- [Routes](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/routes.md)
- [Search Index Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/search-index-mixin.md)
- [Server Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/server-mixin.md)
- [Service Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/service-mixin.md)
- [Table Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/table-mixin.md)
- [Test Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/tests-mixin.md)
- [Topic Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/topic-mixin.md)
- [User Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/user-mixin.md)
- [Utils](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/utils.md)
- [version Mixin](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/api-reference/version-mixin.md)
- [Build a Connector](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/build-connector.md)
- [Bulk Sink](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/build-connector/bulk-sink.md): Learn to build powerful bulk sink connectors with OpenMetadata'sPython SDK. Step-by-step guide with code examples for efficient data ingestion.
- [Sink](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/build-connector/sink.md): Learn to build custom sink connectors for OpenMetadata using Python SDK. Step-by-step guide with code examples to integrate and stream metadata efficiently.
- [Source](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/build-connector/source.md)
- [Stage](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/build-connector/stage.md): Learn to build custom OpenMetadata Python connectors with our comprehensive stage development guide. Step-by-step tutorials and code examples included.
- [ML Model | OpenMetadata Machine Learning Model SDK](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/entities/ml-model.md): Learn to manage ML models with OpenMetadata Python SDK. Complete guide with code examples, entity operations, and API integration for machine learning workflows.
- [Python SDK Ingestion](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/ingestion.md)
- [Python SDK for Lineage](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/ingestion/lineage.md): Learn to implement data lineage tracking with OpenMetadata'sPython SDK. Complete guide with code examples, API usage, and best practices for data flow ...
- [Python SDK for Tags](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/ingestion/tags.md)
- [Python SDK Overview](https://docs.open-metadata.org/v1.12.x/api-reference/sdk/python/overview.md): Full-featured Python client library for OpenMetadata integration
- [Teams & Users](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users.md): APIs for managing users and teams
- [Teams](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/teams.md): Create and manage teams for organizing users and controlling access
- [Create a Team](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/teams/create.md): Create a new team for organizing users and controlling access
- [Delete a Team](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/teams/delete.md): Delete a team by ID, with soft/hard delete options
- [List Teams](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/teams/list.md): List all teams with optional filtering and pagination
- [Retrieve a Team](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/teams/retrieve.md): Get a team by ID or fully qualified name
- [Update a Team](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/teams/update.md): Update team properties using JSON Patch
- [Team Versions](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/teams/versions.md): List and retrieve historical versions of a team
- [Users](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/users.md): Create and manage users in your organization
- [Create a User](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/users/create.md): Create a new user in your organization
- [Delete a User](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/users/delete.md): Delete a user by ID or name, with soft/hard delete options
- [List Users](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/users/list.md): List all users with optional filtering and pagination
- [Retrieve a User](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/users/retrieve.md): Get a user by ID or fully qualified name
- [Update a User](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/users/update.md): Update user properties using JSON Patch
- [User Versions](https://docs.open-metadata.org/v1.12.x/api-reference/teams-and-users/users/versions.md): List and retrieve historical versions of a user
- [Connectors | OpenMetadata Docs for Seamless Data Integration](https://docs.open-metadata.org/v1.12.x/connectors.md): Explore OpenMetadata's comprehensive connector library to integrate with databases, dashboards, pipelines, and ML platforms. Easy setup guides included.
- [API Services | OpenMetadata Connector Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/api.md): Discover OpenMetadata API connectors to seamlessly integrate your data sources. Complete documentation, setup guides, and examples for all supported APIs.
- [REST API Connector | OpenMetadata Integration Documentation](https://docs.open-metadata.org/v1.12.x/connectors/api/rest.md): Learn how to integrate REST APIs with OpenMetadata connectors. Complete documentation, setup guides, and examples for seamless data source connections.
- [REST Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/api/rest/troubleshooting.md): Solve OpenMetadata REST API connector issues fast with our comprehensive troubleshooting guide. Debug common problems, error codes, and connection failures.
- [Run the OpenAPI/REST Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/api/rest/yaml.md): Learn how to configure OpenMetadata REST API connectors using YAML. Complete documentation with examples, parameters, and best practices for seamless integration.
- [Custom Connectors | Build & Extend OpenMetadata Easily](https://docs.open-metadata.org/v1.12.x/connectors/custom-connectors.md): Learn to build custom connectors for OpenMetadata to integrate any data source. Step-by-step guides, code examples, and best practices included.
- [Dashboard Services | Connect BI Tools with OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/dashboard.md): Discover OpenMetadata dashboard connectors to integrate Tableau, PowerBI, Superset & more. Complete setup guides, configurations & metadata extraction.
- [Domo Dashboard | OpenMetadata Connector Setup Guide](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/domo-dashboard.md): Connect Domo dashboards to OpenMetadata with our comprehensive connector guide. Easy setup, configuration steps, and metadata extraction explained.
- [Domo Dashboard Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/domo-dashboard/troubleshooting.md): Resolve Domo Dashboard connector issues in OpenMetadata with expert troubleshooting guides, common error fixes, and step-by-step solutions.
- [Run the Domo Dashboard Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/domo-dashboard/yaml.md): Configure OpenMetadata'sDomo Dashboard connector with YAML - step-by-step setup guide, authentication options, and configuration examples.
- [Grafana Connector | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/grafana.md): Learn how to configure and use the Grafana connector in OpenMetadata. Includes setup, authentication, metadata ingestion, and lineage.
- [Grafana Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/grafana/troubleshooting.md): Troubleshoot Grafana connector issues related to table ingestion, schema parsing, or access errors.
- [Run the Grafana Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/grafana/yaml.md): Learn to run the Grafana connector externally in OpenMetadata. Configure metadata ingestion via YAML, including Service Account Token auth, lineage, and SSL setup.
- [Hex Connector | OpenMetadata Integration Documentation](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/hex.md): Connect Hex to OpenMetadata with our comprehensive dashboard connector guide. Setup instructions, configuration tips, and metadata extraction made simple.
- [Hex Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/hex/troubleshooting.md): Troubleshoot Hex connector issues related to table ingestion, schema parsing, or access errors.
- [Run the Hex Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/hex/yaml.md): Learn how to configure Hex dashboard connectors in OpenMetadata using YAML. Step-by-step setup guide with examples and best practices.
- [Lightdash Connector | OpenMetadata Dashboard Integration](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/lightdash.md): Connect Lightdash to OpenMetadata with our comprehensive dashboard connector guide. Set up data lineage, metadata extraction, and BI integration easily.
- [Lightdash Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/lightdash/troubleshooting.md): Solve Lightdash connector issues in OpenMetadata with our comprehensive troubleshooting guide. Fix common problems, debug errors, and optimize your setup.
- [Run the Lightdash Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/lightdash/yaml.md): Configure Lightdash dashboard connector for OpenMetadata using YAML. Step-by-step setup guide with examples to integrate your BI dashboards seamlessly.
- [Looker Connector | Integrate BI with OpenMetadata Docs](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/looker.md): Connect Looker dashboards to OpenMetadata with our comprehensive connector guide. Setup instructions, configuration steps, and metadata extraction tips.
- [Looker Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/looker/troubleshooting.md): Solve Looker connector issues in OpenMetadata with expert troubleshooting guides. Fix authentication, API errors, and data sync problems quickly.
- [Run the Looker Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/looker/yaml.md): Configure Looker dashboard connections in OpenMetadata using YAML. Step-by-step setup guide with examples for seamless data catalog integration.
- [Metabase Connector | OpenMetadata Dashboard Integration](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/metabase.md): Connect Metabase dashboards to OpenMetadata effortlessly. Complete setup guide, configuration steps, and metadata extraction for seamless integration.
- [Metabase Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/metabase/troubleshooting.md): Resolve Metabase connector issues with OpenMetadata'scomprehensive troubleshooting guide. Fix common errors, configuration problems, and data sync issues.
- [Run the Metabase Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/metabase/yaml.md): Configure Metabase dashboard connector for OpenMetadata using YAML. Step-by-step setup guide with examples to integrate your Metabase dashboards seamlessly.
- [MicroStrategy Connector | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/microstrategy.md): Connect MicroStrategy dashboards to OpenMetadata with our comprehensive connector guide. Setup instructions, configuration options, and metadata extraction steps.
- [MicroStrategy Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/microstrategy/troubleshooting.md): Resolve MicroStrategy connector issues in OpenMetadata with expert troubleshooting tips, common error fixes, and step-by-step solutions for seamless integration.
- [Run the MicroStrategy Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/microstrategy/yaml.md): Configure MicroStrategy dashboard integration with OpenMetadata using YAML. Step-by-step connector setup guide with examples and best practices.
- [Mode Connector | OpenMetadata Dashboard Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/mode.md): Connect Mode Analytics dashboards to OpenMetadata with our comprehensive connector guide. Easy setup, configuration steps, and metadata extraction instructions.
- [Mode Dashboard Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/mode/troubleshooting.md): Fix Mode dashboard connector issues with OpenMetadata'scomprehensive troubleshooting guide. Resolve common errors, debug connections, and optimize performance.
- [Run the Mode Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/mode/yaml.md): Configure Mode Analytics dashboard connector for OpenMetadata using YAML. Step-by-step setup guide with examples to integrate your Mode dashboards seamlessly.
- [PowerBI Connector | OpenMetadata Integration Documentation](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/powerbi.md): Connect Power BI to OpenMetadata with our comprehensive dashboard connector guide. Setup instructions, configuration tips, and metadata extraction made simple.
- [Lineage from pbit files](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/powerbi/powerbi-pbit-lineage.md)
- [PowerBI Dashboard Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/powerbi/troubleshooting.md): Resolve PowerBI connector issues with OpenMetadata'scomprehensive troubleshooting guide. Fix common errors, debug connections, and optimize your setup.
- [Run the PowerBI Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/powerbi/yaml.md): Learn how to configure PowerBI dashboard connectors in OpenMetadata using YAML. Step-by-step setup guide with examples and best practices.
- [Qlik Cloud Connector | OpenMetadata Dashboard Integration](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qlikcloud.md): Connect QlikCloud dashboards to OpenMetadata effortlessly. Complete setup guide, configuration steps, and metadata extraction for seamless data governance.
- [Qlik Cloud](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qlikcloud/api_keys.md)
- [Qlik Cloud Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qlikcloud/troubleshooting.md): Fix QlikCloud connector issues fast with OpenMetadata'sexpert troubleshooting guide. Solve common problems, debug connections, and optimize your setup.
- [Run the Qlik Cloud Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qlikcloud/yaml.md): Configure QlikCloud dashboard connector for OpenMetadata using YAML. Step-by-step setup guide with examples to integrate Qlik Cloud analytics seamlessly.
- [Qlik Sense Connector | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qliksense.md): Connect QlikSense dashboards to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction instructions.
- [Qlik Sense Certificates | OpenMetadata Connector Setup](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qliksense/certificates.md): Configure QlikSense certificate authentication for OpenMetadata dashboard connectors. Step-by-step setup guide for secure SSL/TLS connections and data integration.
- [Qlik Sense Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qliksense/troubleshooting.md): Resolve QlikSense connector issues in OpenMetadata with expert troubleshooting guides. Fix dashboard integration problems and get your data flowing smoothly.
- [Run the Qlik Sense Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/qliksense/yaml.md): Configure QlikSense dashboard connectors in OpenMetadata using YAML. Get step-by-step setup instructions, connection parameters, and examples.
- [QuickSight Connector | OpenMetadata Dashboard Integration](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/quicksight.md): Connect Amazon QuickSight to OpenMetadata with our comprehensive dashboard connector guide. Step-by-step setup, configuration, and metadata extraction.
- [QuickSight Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/quicksight/troubleshooting.md)
- [Run the QuickSight Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/quicksight/yaml.md): Configure AWS QuickSight connector in OpenMetadata using YAML. Step-by-step setup guide for dashboard metadata ingestion and integration.
- [Redash Connector | OpenMetadata Dashboard Integration](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/redash.md): Connect Redash dashboards to OpenMetadata Easily. Complete setup guide, configuration steps, and integration instructions for seamless data lineage tracking.
- [Redash Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/redash/troubleshooting.md): Solve Redash connector issues in OpenMetadata with expert troubleshooting guides. Fix connection errors, data sync problems, and configuration issues fast.
- [Run the Redash Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/redash/yaml.md): Configure Redash dashboard connector for OpenMetadata using YAML. Step-by-step setup guide with examples to integrate your Redash dashboards seamlessly.
- [Sigma Connector | OpenMetadata Dashboard Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/sigma.md): Connect Sigma Analytics to OpenMetadata seamlessly. Learn how to configure the Sigma dashboard connector for automated metadata extraction and lineage tracking.
- [Sigma Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/sigma/troubleshooting.md): Fix Sigma dashboard connector issues fast with OpenMetadata'stroubleshooting guide. Solve common errors, connection problems, and data sync issues.
- [Run the Sigma Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/sigma/yaml.md): Configure Sigma dashboard connector for OpenMetadata using YAML. Step-by-step setup guide with examples to integrate your Sigma analytics platform.
- [SSRS Connector | OpenMetadata Dashboard Integration](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/ssrs.md): Connect SQL Server Reporting Services (SSRS) to OpenMetadata with our comprehensive dashboard connector guide. Step-by-step setup, configuration examples, and metadata extraction tips.
- [SSRS Troubleshooting | OpenMetadata Connector](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/ssrs/troubleshooting.md): Troubleshoot common SSRS connector issues in OpenMetadata — connection failures, NTLM authentication errors, and ingestion problems.
- [Run the SSRS Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/ssrs/yaml.md): Use YAML to configure SQL Server Reporting Services (SSRS) dashboard connections with metadata ingestion and report extraction.
- [Superset Connector | OpenMetadata Dashboard Integration](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/superset.md): Learn how to connect Apache Superset dashboards to OpenMetadata with our comprehensive connector guide. Setup instructions, configuration, and metadata integration.
- [Superset](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/superset/sso.md)
- [Superset Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/superset/troubleshooting.md): Solve Apache Superset connector issues with OpenMetadata'scomprehensive troubleshooting guide. Fix common dashboard integration problems quickly.
- [Run the Superset Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/superset/yaml.md): Configure OpenMetadata'sApache Superset connector with YAML. Step-by-step setup guide for dashboard metadata integration and automated discovery.
- [Tableau Connector | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/tableau.md): Connect Tableau dashboards to OpenMetadata with our comprehensive connector guide. Setup instructions, configuration options, and metadata extraction steps.
- [Tableau Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/tableau/troubleshooting.md): Fix Tableau connector issues in OpenMetadata with expert troubleshooting guides. Resolve common errors, connection problems, and data ingestion failures fast.
- [Run the Tableau Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/dashboard/tableau/yaml.md): Configure Tableau dashboard connections in OpenMetadata using YAML. Step-by-step guide for seamless data catalog integration and metadata extraction.
- [Database Services | OpenMetadata Connector Integration](https://docs.open-metadata.org/v1.12.x/connectors/database.md): Discover OpenMetadata's database connectors to seamlessly integrate MySQL, PostgreSQL, Snowflake, and 50+ data sources for metadata management.
- [ADLS Datalake | OpenMetadata Database Connector Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/adls-datalake.md): Connect your Azure Data Lake Storage to OpenMetadata with our ADLS connector. Simple setup guide, configuration steps, and metadata extraction tips.
- [ADLS Datalake Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/adls-datalake/troubleshooting.md): Resolve ADLS Data Lake connector issues in OpenMetadata with expert troubleshooting guides, common fixes, and step-by-step solutions for seamless integration.
- [Run the ADLS Datalake Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/adls-datalake/yaml.md): Configure ADLS Data Lake connections in OpenMetadata with YAML. Step-by-step setup guide, configuration examples, and best practices for Azure integration.
- [Athena | OpenMetadata Database Connector Configuration](https://docs.open-metadata.org/v1.12.x/connectors/database/athena.md): Connect Amazon Athena to OpenMetadata effortlessly. Complete setup guide, configuration steps, and best practices for database metadata ingestion.
- [Athena Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/athena/troubleshooting.md): Resolve OpenMetadata Athena connector issues fast with our comprehensive troubleshooting guide. Fix common database connection problems and errors quickly.
- [Run the Athena Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/athena/yaml.md): Configure OpenMetadata'sAthena database connector with YAML - step-by-step setup guide, connection parameters, and configuration examples for seamless integration.
- [AzureSQL | OpenMetadata Connector Setup & Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/azuresql.md): Learn how to connect Azure SQL OpenMetadata to OpenMetadata with step-by-step setup guides, configuration options, and metadata extraction features.
- [AzureSQL Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/azuresql/troubleshooting.md): Solve Azure SQL connector issues in OpenMetadata with expert troubleshooting guides. Fix common connection problems, authentication errors, and data ing...
- [Run the AzureSQL Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/azuresql/yaml.md): Configure Azure SQL database connections in OpenMetadata with our comprehensive YAML setup guide. Step-by-step instructions for seamless data integration.
- [BigQuery | OpenMetadata Connector Setup & Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/bigquery.md): Connect BigQuery to OpenMetadata seamlessly with our comprehensive database connector guide. Setup instructions, configuration tips, and metadata extrac...
- [BigQuery Connector | Set Up Credentials in OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/bigquery/create-credentials.md): Learn how to create and configure BigQuery credentials for OpenMetadata Database Connector. Step-by-step guide with authentication setup and best practices.
- [BigQuery Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/bigquery/troubleshooting.md): Solve BigQuery connector issues in OpenMetadata with expert troubleshooting guides. Fix connection errors, authentication problems, and data ingestion failures fast.
- [Run the BigQuery Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/bigquery/yaml.md): Configure BigQuery database connections in OpenMetadata using YAML. Complete setup guide with authentication, SSL, and connection parameters.
- [BigTable Connector | OpenMetadata Database Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/bigtable.md): Connect Google Cloud Bigtable to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration steps, and metadata extraction tips.
- [BigTable Roles | Configure Access for OpenMetadata Connector](https://docs.open-metadata.org/v1.12.x/connectors/database/bigtable/roles.md): Configure BigTable database roles and permissions in OpenMetadata connectors. Learn essential access control setup for seamless data cataloging and meta...
- [BigTable Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/bigtable/troubleshooting.md): Resolve BigTable connector issues quickly with OpenMetadata'scomprehensive troubleshooting guide. Fix common errors, configuration problems, and connec...
- [Run the BigQuery Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/bigtable/yaml.md): Learn how to Configure OpenMetadata'sBigtable database connector using YAML. Complete setup guide with examples, parameters, and best practices.
- [BurstIQ Connector | OpenMetadata LifeGraph Database Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/burstiq.md): Connect BurstIQ LifeGraph to OpenMetadata with our comprehensive database connector guide. Step-by-step setup, configuration, and metadata extraction for seamless integration.
- [BurstIQ Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/burstiq/troubleshooting.md): Solve BurstIQ connector issues in OpenMetadata with expert troubleshooting guides. Fix connection errors, authentication problems, and data ingestion failures fast.
- [Run the BurstIQ Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/burstiq/yaml.md): Use YAML to configure BurstIQ LifeGraph ingestion, enabling structured metadata extraction for healthcare data platforms.
- [Cassandra Connector | OpenMetadata Database Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/cassandra.md): Connect Cassandra to OpenMetadata with our database connector. Step-by-step setup guide, configuration options, and metadata extraction for your NoSQL database.
- [Cassandra Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/cassandra/troubleshooting.md): Resolve Cassandra ingestion issues related to schema mismatches, driver compatibility, or tokens.
- [Run the Cassandra Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/cassandra/yaml.md): Use YAML to ingest metadata from Apache Cassandra, including keyspaces, tables, and columns.
- [ClickHouse Connector | OpenMetadata Database Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/clickhouse.md): Learn how to connect ClickHouse databases to OpenMetadata with our comprehensive connector guide. Setup instructions, configuration options, and trouble...
- [Clickhouse Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/clickhouse/troubleshooting.md): Resolve ClickHouse connector issues such as type mismatches, invalid credentials, or ingestion slowdowns.
- [Run the Clickhouse Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/clickhouse/yaml.md): Use YAML to ingest metadata from ClickHouse including schemas, columns, and table properties for governance tracking.
- [CockroachDB Connector | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/cockroach.md): Set up CockroachDB connector in OpenMetadata to discover, catalog, and manage your database metadata. Complete integration guide with configuration steps.
- [Cockroach Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/cockroach/troubleshooting.md): Fix CockroachDB ingestion errors like connection timeouts, incorrect credentials, or unsupported SQL dialects.
- [Run the Cockroach Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/cockroach/yaml.md): Use YAML to ingest metadata from CockroachDB, including schemas, tables, columns, and constraints.
- [Couchbase Connector | OpenMetadata NoSQL Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/couchbase.md): Connect Couchbase to OpenMetadata effortlessly. Complete setup guide, configuration steps, and metadata extraction for your NoSQL database connector.
- [Couchbase Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/couchbase/troubleshooting.md): Troubleshoot Couchbase connector integration issues, including access denial, document mapping, or data model mismatches.
- [Run the Couchbase Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/couchbase/yaml.md): Configure Couchbase ingestion using YAML to extract document-based metadata and support NoSQL governance models.
- [Databricks Connector | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/databricks.md): Connect Databricks to OpenMetadata effortlessly. Complete setup guide, configuration steps, and metadata extraction for your data lakehouse platform.
- [Databricks Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/databricks/troubleshooting.md): Troubleshoot Databricks connector issues including schema extraction errors or driver failures.
- [Run the Databricks Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/databricks/yaml.md): Use YAML to ingest Databricks metadata including notebook lineage, schema, and profiling.
- [DB2 Connector | OpenMetadata Database Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/db2.md): Connect DB2 databases to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction instructions.
- [DB2 Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/db2/troubleshooting.md): Troubleshoot DB2 connector setup, query failures, or credential problems to ensure smooth ingestion and profiling operations.
- [Run the DB2 Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/db2/yaml.md): Configure DB2 connector with YAML to ingest structured metadata from enterprise databases into your catalog securely.
- [dbt Workflow | OpenMetadata Data Build Tool Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt.md): Learn how to integrate dbt workflows with OpenMetadata connectors for seamless data lineage tracking and metadata ingestion. Step-by-step setup guide included.
- [Auto Ingest dbt-core](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/auto-ingest-dbt-core.md)
- [Configure dbt workflow](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/configure-dbt-workflow.md): Learn to configure dbt workflows in OpenMetadata with our step-by-step guide. Streamline data lineage, documentation, and metadata management effortlessly.
- [dbt Cloud API Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/dbt-cloud-api-guide.md): Connect OpenMetadata to dbt Cloud with zero infrastructure setup. No storage configuration needed - pull artifacts directly via API.
- [dbt Troubleshooting | OpenMetadata Integration Support](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/dbt-troubleshooting.md): Troubleshoot dbt ingestion for configuration issues, parsing errors, or incomplete metadata syncing.
- [Ingest Custom Properties from dbt | OpenMetadata Custom Metadata Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-custom-properties.md): Ingest dbt custom properties to enrich table metadata with organization-specific attributes and values.
- [Ingest Descriptions from dbt | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-descriptions.md): Ingest dbt model and column descriptions to improve discoverability and context for analysts and developers.
- [Ingest Domain from dbt | OpenMetadata Domain Assignment Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-domain.md): Ingest dbt domain metadata to assign tables to organizational domains for better data governance and discoverability.
- [Ingest Glossary from dbt | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-glossary.md): Import glossary definitions from dbt projects to align semantic metadata with business context and governance.
- [Ingest Lineage from dbt | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-lineage.md): Ingest dbt lineage to build upstream and downstream traceability for models, columns, and data products.
- [Ingest Owner from dbt | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-owner.md): Configure dbt workflows to ingest owner metadata from dbt models into your governance platform.
- [Ingest Tags from dbt | OpenMetadata Metadata Tagging Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-tags.md): Ingest dbt tags to enhance metadata with labels that support classification, governance, and searchability.
- [Ingest Tiers from dbt | OpenMetadata Data Tiering Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/ingest-dbt-tier.md): Ingest dbt tier metadata to support quality scoring and classification for critical datasets and models.
- [Run dbt Workflow Externally | OpenMetadata Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/run-dbt-workflow-externally.md): Run dbt workflows externally to sync metadata from CI/CD systems or scheduled orchestrations.
- [Setup Multiple dbt Projects | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/setup-multiple-dbt-projects.md): Set up multiple dbt projects in ingestion workflows to orchestrate metadata extraction from distinct models and teams.
- [dbt Artifact Storage - Azure Blob Storage Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/storage-azure-guide.md): Complete guide to configuring Azure Blob Storage for dbt artifact storage with OpenMetadata. Includes managed identity, DAG, and setup instructions.
- [dbt Artifact Configuration Guide | OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/storage-configuration-overview.md): Choose the right storage method for your dbt artifacts with OpenMetadata. Compare S3, GCS, Azure, HTTP, and Local storage options.
- [dbt Artifact Storage - Google Cloud Storage Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/storage-gcs-guide.md): Complete guide to configuring Google Cloud Storage for dbt artifact storage with OpenMetadata. Includes Cloud Composer DAG, service accounts, and setup.
- [dbt Artifact Storage - HTTP Server Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/storage-http-guide.md): Configure HTTP/HTTPS servers for dbt artifact storage with OpenMetadata. Includes Nginx, Apache, and S3+CloudFront examples.
- [dbt Artifact Storage - Local Filesystem Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/storage-local-guide.md): Configure local or shared filesystem for dbt artifact storage with OpenMetadata. Includes Docker Compose and Kubernetes PVC examples.
- [dbt Artifact Storage - AWS S3 Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/connectors/database/dbt/storage-s3-guide.md): Complete guide to configuring AWS S3 for dbt artifact storage with OpenMetadata. Includes Airflow DAG examples, IAM policies, and setup instructions.
- [DeltaLake Connector | OpenMetadata Data Lake Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/deltalake.md): Connect OpenMetadata to Delta Lake with our comprehensive database connector guide. Step-by-step setup, configuration, and metadata extraction instructions.
- [DeltaLake Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/deltalake/troubleshooting.md): Fix Delta Lake ingestion issues such as path misconfigurations, schema evolution errors, or versioning mismatches.
- [Run the Delta Lake Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/deltalake/yaml.md): Configure Delta Lake ingestion using YAML to extract structured metadata, table properties, and data lineage.
- [Domo Database Connector | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/domo-database.md): Connect Domo Database to OpenMetadata with our comprehensive connector guide. Setup instructions, configuration steps, and metadata extraction tips.
- [Domo Database Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/domo-database/troubleshoot.md): Debug Domo database ingestion errors like access token mismatches, schema fetch failures, or rate-limit violations.
- [Run the Domo Database Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/domo-database/yaml.md): Configure YAML to ingest Domo database assets and track metadata like schema, usage, and dashboard relationships.
- [Doris Connector | OpenMetadata Database Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/doris.md): Connect Apache Doris to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration steps, and metadata extraction tips.
- [Doris Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/doris/troubleshooting.md): Troubleshoot Doris connector ingestion problems like schema drift or metadata gaps.
- [Run the Doris Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/doris/yaml.md): Use YAML to ingest metadata from Doris, including tables, partitions, and profiling.
- [Druid Connector | OpenMetadata Real-Time Analytics Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/druid.md): Learn how to connect Apache Druid to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction.
- [Druid Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/druid/troubleshooting.md): Resolve Druid ingestion problems such as source errors, metadata fetch failures, or unsupported schema structures.
- [Run the Druid Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/druid/yaml.md)
- [DynamoDB Connector | OpenMetadata NoSQL Database Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/dynamodb.md): Connect DynamoDB to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration options, and metadata extraction steps.
- [DynamoDB Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/dynamodb/troubleshooting.md): Debug DynamoDB integration for issues like permission errors, partition key mismatches, or ingestion slowdowns.
- [Run the Athena Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/dynamodb/yaml.md): Use YAML to ingest metadata from DynamoDB, capturing key attributes and schema-less data insights for better governance.
- [Epic Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/epic/troubleshooting.md): Debug Epic database integration for issues like permission errors, partition key mismatches, or ingestion slowdowns.
- [Exasol Connector | OpenMetadata High-Performance Database](https://docs.open-metadata.org/v1.12.x/connectors/database/exasol.md): Connect Exasol database to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction instructions.
- [Exasol Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/exasol/troubleshooting.md): Fix Exasol ingestion errors like JDBC connection failures, incorrect credentials, or schema parsing issues.
- [Run the Exasol Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/exasol/yaml.md): Use YAML to ingest metadata from Exasol databases including tables, indexes, and analytical structures.
- [GCS Datalake Connector | OpenMetadata Cloud Storage Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/gcs-datalake.md): Connect your Google Cloud Storage data lake to OpenMetadata with our comprehensive GCS connector guide. Setup instructions, configuration tips & best practices.
- [GCS Datalake Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/gcs-datalake/troubleshooting.md): Troubleshoot GCS Datalake ingestion problems including permission errors, data parsing failures, or config gaps.
- [Run the GCS Datalake Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/gcs-datalake/yaml.md): Configure YAML ingestion for GCS Datalake to extract metadata from structured and unstructured file-based storage.
- [AWS Glue Connector | OpenMetadata Data Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/glue.md): Learn how to integrate AWS Glue with OpenMetadata using our comprehensive database connector guide. Step-by-step setup, configuration, and metadata extraction.
- [Glue Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/glue/troubleshooting.md): Debug Glue connector issues involving IAM permissions, metadata fetch errors, or schema loading failures.
- [Run the Glue Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/glue/yaml.md): Configure AWS Glue ingestion using YAML to capture ETL job metadata, source-target lineage, and transformation logic.
- [Greenplum Connector | OpenMetadata Database Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/greenplum.md): Connect Greenplum to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration details, and metadata extraction made simple.
- [Greenplum Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/greenplum/troubleshooting.md): Troubleshoot Greenplum connector issues related to table ingestion, schema parsing, or access errors.
- [Run the Greenplum Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/greenplum/yaml.md): Use YAML to ingest Greenplum database metadata including profiling and schema lineage.
- [Hive Connector | OpenMetadata Big Data Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/hive.md): Connect Apache Hive to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration options, and metadata extraction steps.
- [Hive Connector Troubleshooting | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/hive/troubleshooting.md): Resolve Hive ingestion issues like metastore connection failures, schema fetch errors, or unsupported data types.
- [Run the Hive Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/hive/yaml.md): Use YAML to ingest metadata from Hive including tables, partitions, and schema structure for governance and discovery.
- [Impala Connector | OpenMetadata SQL-on-Hadoop Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/impala.md): Connect Apache Impala to OpenMetadata seamlessly. Complete setup guide, configuration steps, and troubleshooting for database metadata integration.
- [Impala Connector Troubleshooting | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/impala/troubleshooting.md): Troubleshoot Impala connector for ingestion failures, type mismatches, and driver issues.
- [Run the Impala Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/impala/yaml.md): Use YAML to configure Impala ingestion and extract schema, lineage, and profiling metadata.
- [MariaDB Connector | OpenMetadata Database Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/mariadb.md): Connect MariaDB to OpenMetadata with our comprehensive database connector guide. Easy setup, configuration steps, and metadata extraction for your data catalog.
- [MariaDB Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/mariadb/troubleshooting.md): Resolve MariaDB connector issues including schema drift, access denial, or ingestion configuration errors.
- [Run the MariaDB Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/mariadb/yaml.md): Configure MariaDB ingestion using YAML to sync metadata, run profiling, and enable data discovery.
- [MongoDB Connector | OpenMetadata NoSQL Database Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/mongodb.md): Connect MongoDB to OpenMetadata with our comprehensive database connector guide. Step-by-step setup, configuration, and metadata extraction for seamless integration.
- [MongoDB Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/mongodb/troubleshooting.md): Troubleshoot MongoDB integration errors such as connection failures, schema fetch issues, or metadata mismatches.
- [Run the MongoDB Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/mongodb/yaml.md): Configure MongoDB ingestion via YAML to extract collection metadata, schema, and profiling insights from NoSQL datasets.
- [MSSQL Connector | OpenMetadata SQL Server Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/mssql.md): Connect your Microsoft SQL Server to OpenMetadata with our comprehensive MSSQL connector guide. Step-by-step setup, configuration, and metadata extraction.
- [Troubleshooting for MSSQL | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/database/mssql/troubleshoot.md): Resolve MSSQL ingestion issues such as incorrect authentication, invalid queries, or schema incompatibilities.
- [Run the MSSQL Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/mssql/yaml.md): Configure MSSQL metadata ingestion using YAML for profiling, table structure extraction, and lineage syncing.
- [MySQL Connector | OpenMetadata Database Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/mysql.md): Set up MySQL database connector for OpenMetadata to automatically discover, catalog, and manage your MySQL metadata. Step-by-step configuration guide.
- [MySQL Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/mysql/troubleshooting.md): Troubleshoot MySQL ingestion including connection string errors, access restrictions, and schema version conflicts.
- [Run the MySQL Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/mysql/yaml.md): Configure MySQL ingestion using YAML to automate schema, column, and profiling data collection.
- [Oracle Connector | OpenMetadata Enterprise Database Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/oracle.md): Connect Oracle OpenMetadata to OpenMetadata effortlessly. Complete setup guide, configuration steps, and troubleshooting tips for seamless data catalog integration.
- [Oracle Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/oracle/troubleshooting.md)
- [Run the Oracle Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/oracle/yaml.md): Configure Oracle connector with YAML to ingest schemas, tables, and column metadata with access control.
- [PinotDB Connector | OpenMetadata Real-Time Analytics Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/pinotdb.md): Connect Apache Pinot to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration examples, and metadata extraction tips.
- [PinotDB Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/pinotdb/troubleshooting.md): Resolve Pinot connector issues including schema ingestion failures, query misalignment, or connection problems.
- [Run the PinotDB Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/pinotdb/yaml.md): Configure Pinot ingestion using YAML to extract metadata and schema from real-time OLAP data sources.
- [PostgreSQL Connector | OpenMetadata Database Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/postgres.md): Connect PostgreSQL to OpenMetadata with our comprehensive database connector guide. Step-by-step setup, configuration examples, and metadata extraction tips.
- [PostgreSQL Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/postgres/troubleshooting.md): Troubleshoot Postgres connector for issues like access denial, column mismatch, or timeouts.
- [Run the PostgreSQL Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/postgres/yaml.md): Use YAML to configure Postgres metadata ingestion with profiling and schema extraction.
- [Presto Connector | OpenMetadata Distributed SQL Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/presto.md): Connect Presto to OpenMetadata with our comprehensive database connector guide. Step-by-step setup, configuration, and metadata extraction for seamless integration.
- [Presto Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/presto/troubleshooting.md): Troubleshoot Presto connector for query failures, ingestion errors, or unsupported schema configurations.
- [Run the Presto Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/presto/yaml.md): Use YAML to configure Presto ingestion, enabling structured metadata extraction for federated query engines.
- [Redshift Connector | OpenMetadata AWS Data Warehouse](https://docs.open-metadata.org/v1.12.x/connectors/database/redshift.md): Connect Amazon Redshift to OpenMetadata Easily with our comprehensive database connector guide. Setup instructions, configuration tips, and metadata ext...
- [Redshift Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/redshift/troubleshooting.md): Troubleshoot Redshift ingestion errors like driver issues, throttling, or missing table metadata.
- [Run the Redshift Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/redshift/yaml.md): Ingest metadata from Redshift using YAML and configure access, profiling, and lineage extraction.
- [S3 Datalake Connector | OpenMetadata Cloud Storage Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/s3-datalake.md): Connect your S3 data lake to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration examples, and best practices included.
- [S3 Datalake Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/s3-datalake/troubleshooting.md): Fix S3 Datalake ingestion problems like IAM permission errors, schema discovery, or format issues.
- [Run the S3 Datalake Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/s3-datalake/yaml.md): Use YAML to extract metadata from S3 Datalake for file-level lineage and governance.
- [Salesforce Connector | OpenMetadata CRM Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/salesforce.md): Connect Salesforce to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration tips, and metadata extraction made easy.
- [Salesforce Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/salesforce/troubleshooting.md): Fix Salesforce ingestion errors such as access denial, API rate limits, or object sync issues.
- [Run the Salesforce Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/salesforce/yaml.md): Use YAML to configure Salesforce connector for metadata extraction from objects, fields, and dashboards.
- [SAP ERP Connector | OpenMetadata Enterprise Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/sap-erp.md): Connect SAP ERP to OpenMetadata with our comprehensive database connector guide. Setup instructions, configuration steps, and metadata extraction tips.
- [Setup SAP ERP APIs | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/sap-erp/setup-sap-apis.md): Set up SAP ERP APIs for metadata ingestion, configure access and validate integration readiness.
- [SAP ERP Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/sap-erp/troubleshooting.md): Troubleshoot SAP ERP ingestion issues such as invalid token, missing endpoints, or metadata loss.
- [Run the SAP ERP Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/sap-erp/yaml.md): Configure SAP ERP database connections in OpenMetadata with YAML. Complete setup guide, authentication options, and configuration examples for seamless ...
- [SAP HANA Connector | OpenMetadata High-Performance DB](https://docs.open-metadata.org/v1.12.x/connectors/database/sap-hana.md): Connect SAP HANA to OpenMetadata effortlessly with our comprehensive database connector guide. Setup instructions, configuration steps, and troubleshoot...
- [SAP HANA Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/sap-hana/troubleshooting.md): Resolve SAP HANA connector issues with OpenMetadata'scomprehensive troubleshooting guide. Fix connection errors, authentication problems, and metadata ...
- [Run the SAP HANA Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/sap-hana/yaml.md): Configure SAP HANA database connector in OpenMetadata using YAML. Step-by-step setup guide with configuration examples and troubleshooting tips.
- [SAS Connector | OpenMetadata Analytics Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/sas.md): Connect SAS databases to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction instructions.
- [SAS Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/sas/troubleshooting.md): Resolve SAS database connector issues in OpenMetadata with expert troubleshooting guides, common error fixes, and step-by-step solutions for seamless integration.
- [Run the SAS Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/sas/yaml.md): Configure SAS database connections in OpenMetadata with YAML. Step-by-step setup guide, authentication options, and connector configuration examples.
- [SingleStore Connector | OpenMetadata Scalable DB Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/singlestore.md): Learn how to connect SingleStore database to OpenMetadata with step-by-step setup instructions, configuration options, and metadata extraction guides.
- [SingleStore Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/singlestore/troubleshooting.md): Resolve SingleStore database connector issues in OpenMetadata with expert troubleshooting guides, common error fixes, and step-by-step solutions.
- [Run the SingleStore Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/singlestore/yaml.md): Learn how to Configure OpenMetadata'sSingleStore database connector with YAML examples, connection parameters, and step-by-step setup instructions.
- [Snowflake Connector | OpenMetadata Cloud Data Warehouse](https://docs.open-metadata.org/v1.12.x/connectors/database/snowflake.md): Connect Snowflake to OpenMetadata with our comprehensive database connector guide. Easy setup, metadata extraction, and data lineage tracking.
- [Snowflake Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/snowflake/troubleshooting.md): Fix Snowflake connector issues fast with OpenMetadata'stroubleshooting guide. Get solutions for common problems, error codes, and connection failures.
- [Run the Snowflake Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/snowflake/yaml.md): Integrate YAML for metadata sync, profiling, and lineage. Start configuring with our easy-to-follow guide.
- [SQLite Connector | OpenMetadata Lightweight DB Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/sqlite.md): Learn to Configure OpenMetadata'sSQLite database connector for seamless data cataloging. Step-by-step setup guide with examples and troubleshooting tips.
- [SQLite Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/sqlite/troubleshooting.md): Solve SQLite connector issues in OpenMetadata with our comprehensive troubleshooting guide. Fix connection errors, resolve common problems & optimize performance.
- [Run the SQLite Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/sqlite/yaml.md): Configure SQLite database connections in OpenMetadata with YAML. Step-by-step setup guide, configuration examples, and best practices for metadata extraction.
- [Teradata Connector | OpenMetadata Data Warehouse Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/teradata.md): Connect Teradata databases to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction instructions.
- [Run the Teradata Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/teradata/yaml.md)
- [TimescaleDB Connector | OpenMetadata Database Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/timescale.md): Connect TimescaleDB to OpenMetadata with our comprehensive database connector guide. Step-by-step setup, configuration examples, and metadata extraction tips.
- [TimescaleDB Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/timescale/troubleshooting.md): Resolve OpenMetadata TimescaleDB connector issues fast with expert troubleshooting guides, common error fixes, and step-by-step solutions for seamless integration.
- [Run the TimescaleDB Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/timescale/yaml.md): Use YAML to configure TimescaleDB metadata ingestion with profiling and schema extraction.
- [Trino Connector | OpenMetadata Distributed SQL Integration](https://docs.open-metadata.org/v1.12.x/connectors/database/trino.md): Configure OpenMetadata'sTrino database connector to seamlessly integrate your distributed SQL engine with automated metadata discovery and lineage tracking.
- [Trino Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/database/trino/troubleshooting.md): Solve Trino database connector issues in OpenMetadata with expert troubleshooting guides, error fixes, and step-by-step solutions for seamless data integration.
- [Run the Trino Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/trino/yaml.md): Configure OpenMetadata'sTrino database connector with YAML. Step-by-step setup guide for seamless data catalog integration and metadata extraction.
- [Unity Catalog Connector | OpenMetadata Data Governance](https://docs.open-metadata.org/v1.12.x/connectors/database/unity-catalog.md): Learn how to connect Unity Catalog to OpenMetadata with our comprehensive connector guide. Setup instructions, configuration tips, and metadata integrat...
- [Unity Catalog Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/unity-catalog/troubleshooting.md): Resolve Unity Catalog connector issues quickly with OpenMetadata'scomprehensive troubleshooting guide. Fix common errors, configuration problems, and c...
- [Run the Unity Catalog Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/unity-catalog/yaml.md): Configure Unity Catalog database connector with OpenMetadata using YAML. Step-by-step setup guide, configuration examples, and best practices included.
- [Vertica Connector | OpenMetadata Analytics Database Guide](https://docs.open-metadata.org/v1.12.x/connectors/database/vertica.md): Connect Vertica database to OpenMetadata with our comprehensive connector guide. Easy setup, configuration steps, and metadata extraction for your data catalog.
- [Vertica Connector Troubleshooting](https://docs.open-metadata.org/v1.12.x/connectors/database/vertica/troubleshooting.md): Fix Vertica database connection issues with OpenMetadata'scomprehensive troubleshooting guide. Get step-by-step solutions for common errors and problems.
- [Run the Vertica Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/database/vertica/yaml.md): Configure OpenMetadata'sVertica database connector with YAML. Complete setup guide, connection parameters, and configuration examples for seamless data integration.
- [Drive Services | OpenMetadata Drive Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/drive.md)
- [Custom Drive Connector | Build & Extend OpenMetadata Easily](https://docs.open-metadata.org/v1.12.x/connectors/drive/custom-drive.md): Learn how to create a Custom Drive Connector to ingest metadata from file system-like services into OpenMetadata using the ingestion framework.
- [SFTP Connector | OpenMetadata Drive Guide](https://docs.open-metadata.org/v1.12.x/connectors/drive/sftp.md): Connect SFTP servers to OpenMetadata with our comprehensive drive connector guide. Step-by-step setup, configuration, and metadata extraction for secure file transfer protocol servers.
- [SFTP Connector Troubleshooting | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/drive/sftp/troubleshooting.md): Solve SFTP connector issues in OpenMetadata with expert troubleshooting guides. Fix connection errors, authentication problems, and data ingestion failures fast.
- [Run the SFTP Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/drive/sftp/yaml.md): Use YAML to configure SFTP ingestion, enabling structured metadata extraction for secure file transfer protocol servers.
- [Metadata Ingestion | OpenMetadata Data Pipeline Overview](https://docs.open-metadata.org/v1.12.x/connectors/ingestion.md): Discover OpenMetadata connectors to extract metadata from databases, dashboards, pipelines & more. Easy setup with included guides.
- [Metadata Ingestion Best Practices](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/best-practices.md): Discover OpenMetadata data ingestion best practices to optimize your metadata collection, improve performance, and ensure reliable data connectivity.
- [Ingestion Pipeline UI Deployment](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/deployment.md): Learn how to deploy OpenMetadata ingestion connectors with step-by-step guides, configuration options, and best practices for seamless data integration.
- [Great Expectations | OpenMetadata Data Quality Integration](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/great-expectations.md): Integrate Great Expectations with OpenMetadata for automated data quality validation. Complete setup guide, connector configuration, and best practices.
- [Lineage Ingestion | OpenMetadata Data Lineage Setup Guide](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/lineage.md): Track data lineage using OpenMetadata connectors. Visualize flow, dependencies, and transformations across your entire data ecosystem.
- [Edit Data Lineage Manually](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/lineage/edit-lineage-manually.md): Learn to manually edit data lineage in OpenMetadata with step-by-step instructions. Add, modify, and customize lineage connections for better data governance.
- [Export Lineage](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/lineage/export-lineage.md)
- [Spark Lineage Ingestion](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/lineage/spark-lineage.md)
- [Metadata Versioning | OpenMetadata Data History Management](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/versioning.md): Learn how OpenMetadata'sconnector versioning system manages data ingestion workflows. Discover version control best practices and compatibility guidelines.
- [Change Events](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/versioning/change-events.md)
- [Change Feeds](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/versioning/change-feeds.md)
- [Event Notification via Webhooks](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/versioning/event-notification-via-webhooks.md)
- [Ingestion Workflows | OpenMetadata Pipeline Orchestration](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows.md): Navigate available ingestion workflows and customize them to align with your data strategy and infrastructure.
- [Lineage Workflow | OpenMetadata Data Lineage Guide](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/lineage.md): Discover how to set up data lineage workflows in OpenMetadata. Learn to track data flow, configure connectors, and visualize dependencies across your data pipeline.
- [Lineage Query Filtering](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/lineage/filter-query-set.md)
- [Lineage Workflow Through Query Logs | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/lineage/lineage-workflow-query-logs.md): Capture lineage from query logs to build detailed, query-driven data flow between tables, dashboards, and metrics.
- [Metadata Ingestion Workflow | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/metadata.md): Get started with metadata. Setup instructions, features, and configuration details inside.
- [Database & Schema Filter Patterns | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/metadata/filter-patterns/database.md): Filter metadata patterns at the database and schema level using YAML configuration to fine-tune what assets are ingested.
- [Table Filter Patterns | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/metadata/filter-patterns/table.md): Filter metadata patterns at the table level using YAML configuration to fine-tune what assets are ingested.
- [Metadata Ingestion - Incremental Extraction](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/metadata/incremental-extraction.md): Use incremental metadata extraction to reduce ingestion load and process only new or updated records across workflows.
- [Metadata Ingestion - Incremental Extraction - BigQuery](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/metadata/incremental-extraction/bigquery.md): Configure incremental metadata extraction from BigQuery to sync only updated datasets, improving performance and accuracy.
- [Metadata Ingestion - Incremental Extraction - Redshift](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/metadata/incremental-extraction/redshift.md): Configure incremental metadata ingestion from Redshift to capture changes efficiently.
- [Metadata Ingestion - Incremental Extraction - Snowflake](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/metadata/incremental-extraction/snowflake.md): Extract incremental Snowflake metadata to optimize ingestion frequency while preserving completeness and lineage context.
- [Usage Workflow Guide | OpenMetadata Ingestion Workflows](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/usage.md): Monitor usage patterns from queries and dashboards with workflow-based usage extraction.
- [Usage Query Filtering | OpenMetadata Usage Workflow](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/usage/filter-query-set.md): Learn to filter and customize query sets in OpenMetadata Usage workflows. Master data ingestion connectors with step-by-step filtering techniques.
- [Usage Workflow Through Query Logs](https://docs.open-metadata.org/v1.12.x/connectors/ingestion/workflows/usage/usage-workflow-query-logs.md): Query usage logs to analyze asset popularity, access patterns, and downstream dependencies for optimization.
- [Messaging Services | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/messaging.md): Discover OpenMetadata'smessaging connectors to integrate Kafka, Pulsar, and other streaming platforms. Extract metadata, lineage, and schema.
- [Kafka Connector | OpenMetadata Messaging Integration](https://docs.open-metadata.org/v1.12.x/connectors/messaging/kafka.md): Connect Kafka to OpenMetadata effortlessly with our comprehensive connector guide. Set up messaging metadata ingestion, configuration, and monitoring in minutes.
- [Kafka Connector Troubleshooting | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/messaging/kafka/troubleshooting.md): Resolve Kafka ingestion problems including schema registry errors, consumer group misalignments, or lag detection issues.
- [Run the Kafka Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/messaging/kafka/yaml.md): Use YAML to configure Kafka ingestion and capture topic metadata, message structure, and event lineage.
- [Kinesis Connector | OpenMetadata Streaming Integration](https://docs.open-metadata.org/v1.12.x/connectors/messaging/kinesis.md): Connect Amazon Kinesis to OpenMetadata with our comprehensive connector guide. Set up real-time streaming data ingestion and metadata extraction easily.
- [Kinesis Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/messaging/kinesis/troubleshooting.md): Troubleshoot Kinesis ingestion for event dropouts, schema mapping issues, or stream configuration errors.
- [Run the Kinesis Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/messaging/kinesis/yaml.md): Use YAML to configure ingestion from Kinesis streams and extract topic, schema, and lineage metadata.
- [Redpanda Connector | OpenMetadata Messaging Services](https://docs.open-metadata.org/v1.12.x/connectors/messaging/redpanda.md): Connect OpenMetadata to Redpanda with our official messaging connector. Stream metadata, automate discovery, and integrate your Kafka-compatible platform seamlessly.
- [Redpanda Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/messaging/redpanda/troubleshooting.md): Troubleshoot Redpanda ingestion errors including topic not found, schema mismatch, or token failures.
- [Run the Redpanda Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/messaging/redpanda/yaml.md): Use YAML to configure Redpanda metadata ingestion and track streaming data topics, schema evolution, and system events.
- [Metadata Services | OpenMetadata Integration Overview](https://docs.open-metadata.org/v1.12.x/connectors/metadata.md): Browse all metadata connectors supported for ingestion, governance, and classification workflows.
- [Alation Sink | OpenMetadata Metadata Integration](https://docs.open-metadata.org/v1.12.x/connectors/metadata/alationsink.md): Connect Alation to OpenMetadata seamlessly with our AlationSink connector. Complete setup guide, configuration steps, and metadata sync instructions.
- [Alation Sink Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/metadata/alationsink/troubleshooting.md): Troubleshoot AlationSink connector for pushback failures, API errors, or term mismatch.
- [Run the Alation Sink Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/metadata/alationsink/yaml.md): Use YAML to configure AlationSink metadata ingestion and push terms to Alation catalogs.
- [Amundsen Connector | OpenMetadata Metadata Services](https://docs.open-metadata.org/v1.12.x/connectors/metadata/amundsen.md): Connect Amundsen to OpenMetadata effortlessly with our comprehensive connector guide. Step-by-step setup, configuration tips, and metadata integration b...
- [Amundsen Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/metadata/amundsen/troubleshooting.md)
- [Run the Amundsen Connector Externally | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/metadata/amundsen/yaml.md): Configure Amundsen metadata ingestion with YAML to import glossary terms, assets, and user-generated metadata.
- [Atlas Connector | OpenMetadata Metadata Integration](https://docs.open-metadata.org/v1.12.x/connectors/metadata/atlas.md): Connect Apache Atlas to OpenMetadata seamlessly. Complete setup guide, configuration steps, and best practices for Atlas metadata connector integration.
- [Atlas Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/metadata/atlas/troubleshooting.md)
- [Run the Atlas Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/metadata/atlas/yaml.md): Use YAML to ingest metadata from Apache Atlas including classifications, glossary, and lineage.
- [ML Model Services | OpenMetadata Machine Learning Guide](https://docs.open-metadata.org/v1.12.x/connectors/ml-model.md): Explore supported ML model metadata connectors including MLflow, SageMaker, and VertexAI.
- [MLflow Connector | OpenMetadata ML Model Integration](https://docs.open-metadata.org/v1.12.x/connectors/ml-model/mlflow.md): Connect MLflow to OpenMetadata seamlessly with our comprehensive connector guide. Learn setup, configuration, and ML model metadata integration in minutes.
- [MLflow Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/ml-model/mlflow/troubleshooting.md): Troubleshoot MLflow connector issues like access failure, tag mismatch, or lineage missing.
- [Run the MLflow Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/ml-model/mlflow/yaml.md): Use YAML to configure MLflow ingestion and sync model runs, metrics, tags, and parameters.
- [Sagemaker Connector | OpenMetadata ML Model Services](https://docs.open-metadata.org/v1.12.x/connectors/ml-model/sagemaker.md): Connect your AWS SageMaker ML models to OpenMetadata for complete model lineage, metadata management, and data governance. Easy setup guide included.
- [Sagemaker Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/ml-model/sagemaker/troubleshooting.md): Troubleshoot SageMaker integration issues such as API failures, metadata gaps, or IAM permission conflicts.
- [Run the Sagemaker Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/ml-model/sagemaker/yaml.md): Configure SageMaker ingestion with YAML to extract model metadata, metrics, and lineage from ML pipelines.
- [Pipeline Services | OpenMetadata Data Pipeline Guide](https://docs.open-metadata.org/v1.12.x/connectors/pipeline.md): Browse pipeline connectors including Airflow, Flink, NiFi, and more to ingest lineage metadata.
- [Airbyte Connector | OpenMetadata Pipeline Integration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airbyte.md): Connect Airbyte data pipelines to OpenMetadata for comprehensive data lineage tracking, metadata discovery, and pipeline monitoring. Setup guide included.
- [Airbyte Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airbyte/troubleshooting.md): Troubleshoot Airbyte connector ingestion issues like config errors, job failures, or schema mismatch.
- [Run the Airbyte Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airbyte/yaml.md): Use YAML to configure Airbyte ingestion and extract metadata from pipeline sources and syncs.
- [Airflow Connector | OpenMetadata Workflow Orchestration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow.md): Connect Apache Airflow to OpenMetadata effortlessly. Complete setup guide, configuration steps, and pipeline metadata extraction for seamless data lineage tracking.
- [Configuring DAG Lineage in Airflow | OpenMetadata Integration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/configuring-lineage.md): Learn how to configure DAG lineage in Airflow using inlets and outlets. Supports tables, dashboards, pipelines, and more with or without ingestion packages.
- [Extract Metadata from GCP Composer](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/gcp-composer.md)
- [Airflow Lineage Backend | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/lineage-backend.md): Integrate Airflow lineage backend to capture runtime metadata and execution traces for DAGs and tasks.
- [Airflow Lineage Operator](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/lineage-operator.md)
- [Extract MWAA Metadata](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/mwaa.md)
- [Airflow REST API Connection | Authentication & OpenLineage Setup](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/rest-api-connection.md): Complete guide to connecting OpenMetadata to Airflow via the REST API — covers Basic Auth, Astronomer Access Token, GCP Service Account, and Amazon MWAA, plus OpenLineage configuration for each deployment type.
- [Airflow Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/troubleshooting.md): Resolve Airflow pipeline connector issues with OpenMetadata'scomprehensive troubleshooting guide. Fix common errors, debug connections & optimize workflows.
- [Run the Airflow Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/airflow/yaml.md): Use YAML to configure Airflow pipeline metadata ingestion including DAGs, tasks, scheduling, and lineage mapping.
- [Dagster Connector | OpenMetadata Pipeline Integration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/dagster.md): Connect Dagster pipelines to OpenMetadata with our comprehensive integration guide. Learn setup, configuration, and metadata extraction in minutes.
- [Dagster Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/dagster/troubleshooting.md): Resolve Dagster pipeline ingestion issues such as metadata gaps, API rate-limits, or project config errors.
- [Run the Dagster Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/dagster/yaml.md): Use YAML to set up Dagster pipeline ingestion and track transformations, dependencies, and metadata flows.
- [Databricks Pipeline | OpenMetadata Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/databricks-pipeline.md): Configure metadata ingestion from Databricks pipelines for job flows, dependencies, and structured datasets.
- [Databricks Pipeline Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/databricks-pipeline/troubleshooting.md): Resolve Databricks pipeline ingestion issues with steps for connection validation, credential checks, and YAML config review.
- [Run the Databricks Pipeline Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/databricks-pipeline/yaml.md): Configure Databricks pipeline ingestion using YAML to automate metadata extraction, data profiling, and lineage tracking across workflows.
- [dbt Cloud Connector | OpenMetadata Pipeline Integration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/dbtcloud.md): Connect dbt Cloud to OpenMetadata with our comprehensive pipeline connector guide. Setup instructions, configuration examples, and troubleshooting tips.
- [dbt Cloud Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/dbtcloud/troubleshooting.md): Troubleshoot dbt Cloud ingestion for API errors, job sync issues, or metadata gaps.
- [Run the dbt Cloud Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/dbtcloud/yaml.md): Learn how to Configure OpenMetadata'sdbt Cloud connector using YAML. Step-by-step setup guide for seamless data pipeline integration and metadata extraction.
- [Domo Pipeline | OpenMetadata Data Pipeline Services](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/domo-pipeline.md): Ingest metadata from Domo pipelines to capture ETL flows and integrate with governance and reporting tools.
- [Domo-Pipeline Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/domo-pipeline/troubleshooting.md): Resolve common ingestion problems in Domo pipeline integration, including data mapping issues and execution breakdowns.
- [Run the Domo Pipeline Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/domo-pipeline/yaml.md): Configure Domo pipeline ingestion via YAML to automate metadata flow from dashboards and datasets into your governance platform.
- [Fivetran Connector | OpenMetadata Data Integration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/fivetran.md): Connect Fivetran pipelines to OpenMetadata for automated data lineage tracking, metadata discovery, and comprehensive pipeline monitoring and governance.
- [Fivetran Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/fivetran/troubleshooting.md): Troubleshoot Fivetran ingestion failures like token mismatch, connector errors, or sync failures.
- [Run the Fivetran Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/fivetran/yaml.md): Use YAML to configure Fivetran connector for ingestion of pipeline and destination metadata.
- [Apache Flink Connector | OpenMetadata Streaming Guide](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/flink.md): Connect Apache Flink pipelines to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction instructions.
- [Apache Flink Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/flink/troubleshooting.md): Troubleshoot Flink ingestion including access errors, execution issues, or job metadata gaps in streaming pipelines.
- [Run the Flink Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/flink/yaml.md): Configure Flink ingestion using YAML to capture streaming pipeline metadata and lineage from real-time jobs.
- [Glue Pipeline | OpenMetadata Data Integration Pipeline](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/glue-pipeline.md): Set up metadata ingestion from Glue pipelines to track source-to-target flows, logic, and job parameters.
- [Glue Pipeline Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/glue-pipeline/troubleshooting.md): Troubleshoot Glue pipeline issues by identifying common setup errors, validation failures, and runtime inconsistencies in ingestion workflows.
- [Run the Glue Pipeline Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/glue-pipeline/yaml.md): Use the YAML config for Glue pipeline ingestion to define metadata patterns, connection parameters, and lineage capture logic.
- [KafkaConnect | OpenMetadata Messaging Pipeline Connector](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/kafkaconnect.md): Configure Kafka Connect for metadata ingestion from real-time event streams, schema updates, and topic usage.
- [KafkaConnect Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/kafkaconnect/troubleshooting.md)
- [Run the KafkaConnect Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/kafkaconnect/yaml.md): Set up Kafka Connect YAML configuration to stream metadata and schema updates from real-time Kafka topics into your catalog.
- [Nifi Connector | OpenMetadata Data Pipeline Integration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/nifi.md): Connect Apache NiFi to OpenMetadata seamlessly. Complete setup guide for NiFi pipeline connector with step-by-step configuration and metadata extraction.
- [Nifi Connector Troubleshooting | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/nifi/troubleshooting.md): Troubleshoot NiFi ingestion problems including access errors, broken links, and metadata gaps in pipeline syncs.
- [Run the Nifi Connector Externally | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/nifi/yaml.md): Configure NiFi ingestion using YAML to capture pipeline details, metadata flows, and event-based transformations.
- [OpenLineage | OpenMetadata Data Lineage Pipeline](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/openlineage.md): Connect your data pipelines with OpenMetadata'sOpenLineage connector. Track data lineage, monitor pipeline metadata, and gain end-to-end visibility.
- [OpenLineage Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/openlineage/troubleshooting.md): Resolve OpenLineage pipeline sync issues caused by execution trace mismatches or metadata inconsistency.
- [Run the OpenLineage Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/openlineage/yaml.md): Use YAML to configure OpenLineage pipeline metadata ingestion from Kafka or AWS Kinesis Data Streams.
- [Spline Connector | OpenMetadata Data Lineage Integration](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/spline.md): Connect Spline data lineage to OpenMetadata with our pipeline connector. Track data flow, automate metadata ingestion, and enhance governance seamlessly.
- [Spline Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/spline/troubleshooting.md): Troubleshoot Spline ingestion failures such as missing lineage graph, metadata gaps, or Spark incompatibilities.
- [Run the Spline Connector Externally | Official Documentation](https://docs.open-metadata.org/v1.12.x/connectors/pipeline/spline/yaml.md): Configure Spline ingestion with YAML to capture Spark lineage metadata and visualize transformation flows.
- [Search Services | OpenMetadata Search Integration Guide](https://docs.open-metadata.org/v1.12.x/connectors/search.md): Learn how search connectors work, enabling full-text indexing and discovery across all ingested metadata.
- [Elasticsearch Connector | OpenMetadata Search Services](https://docs.open-metadata.org/v1.12.x/connectors/search/elasticsearch.md): Connect Elasticsearch to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and integration instructions for seamless search.
- [Elasticsearch Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/search/elasticsearch/troubleshooting.md): Resolve Elasticsearch ingestion issues like index not found, mapping mismatches, or API call failures.
- [Run the Elasticsearch Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/search/elasticsearch/yaml.md): Use YAML to configure Elasticsearch metadata ingestion and track index schemas, mappings, and lineage paths.
- [OpenSearch Connector | OpenMetadata Search Integration](https://docs.open-metadata.org/v1.12.x/connectors/search/opensearch.md): Connect OpenMetadata to OpenSearch with our comprehensive connector guide. Setup instructions, configuration options, and troubleshooting tips included.
- [OpenSearch Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/search/opensearch/troubleshooting.md): Troubleshoot OpenSearch ingestion issues like authentication failures, index access errors, or search gaps.
- [Run the OpenSearch Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/search/opensearch/yaml.md): Use YAML to configure OpenSearch ingestion and enable search index metadata extraction and lineage tracking.
- [Storage Services | OpenMetadata Cloud Storage Guide](https://docs.open-metadata.org/v1.12.x/connectors/storage.md)
- [GCS Storage | OpenMetadata Cloud Storage Integration](https://docs.open-metadata.org/v1.12.x/connectors/storage/gcs.md): Connect OpenMetadata to Google Cloud Storage with our comprehensive GCS connector guide. Setup instructions, configuration options, and best practices included.
- [GCS Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/storage/gcs/troubleshooting.md): Troubleshoot GCS storage ingestion issues like API failures, object not found, or token issues.
- [Run the GCS Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/storage/gcs/yaml.md): Use YAML to configure GCS storage ingestion for metadata visibility into cloud buckets.
- [S3 Storage | OpenMetadata Cloud Storage Integration](https://docs.open-metadata.org/v1.12.x/connectors/storage/s3.md): Connect your S3 storage to OpenMetadata with our comprehensive connector guide. Step-by-step setup, configuration, and metadata extraction for AWS S3.
- [S3 Storage Connector Troubleshooting Guide | OpenMetadata Support](https://docs.open-metadata.org/v1.12.x/connectors/storage/s3/troubleshooting.md): Troubleshoot S3 ingestion problems such as bucket not found, denied access, or format incompatibility.
- [Run the S3 Storage Connector Externally](https://docs.open-metadata.org/v1.12.x/connectors/storage/s3/yaml.md): Use YAML to extract metadata from S3 including files, partitions, and access control details.
- [Deployment | OpenMetadata Installation & Setup Guide](https://docs.open-metadata.org/v1.12.x/deployment.md): Deploy, configure, and manage OpenMetadata across environments with security and scaling guidance.
- [How to enable Azure Auth](https://docs.open-metadata.org/v1.12.x/deployment/azure-auth.md)
- [Azure - Enable Passwordless Database Backend Connection](https://docs.open-metadata.org/v1.12.x/deployment/azure-passwordless-auth.md)
- [Backup Metadata | OpenMetadata Deployment Guide](https://docs.open-metadata.org/v1.12.x/deployment/backup-restore-metadata.md): Back up and restore metadata to preserve lineage, classifications, descriptions, and governance data across updates or outages.
- [Bare Metal Deployment | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/bare-metal.md): Deploy the platform on bare-metal servers to maintain full control over infrastructure, authentication, and network configuration.
- [Enable Security | OpenMetadata Deployment Security Guide](https://docs.open-metadata.org/v1.12.x/deployment/bare-metal/security.md): Secure bare-metal deployments with guidance on encryption, authentication, and secret management for non-cloud environments.
- [Configuring OpenMetadata to Run Under a Subpath](https://docs.open-metadata.org/v1.12.x/deployment/bare-metal/subpath.md)
- [Server Configuration Reference | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/configuration.md): Configure your platform deployment using environmental settings, secret values, service parameters, and performance tuning options.
- [Database Connection Pooling](https://docs.open-metadata.org/v1.12.x/deployment/database-connection-pooling.md): Optimize your OpenMetadata deployment with database connection pooling. Learn configuration best practices, performance tuning, and setup guides.
- [Docker Deployment | OpenMetadata Container Setup](https://docs.open-metadata.org/v1.12.x/deployment/docker.md): Deploy the platform using Docker containers to simplify setup, scaling, and local testing without needing external dependencies.
- [Docker Advanced Configuration & Troubleshooting](https://docs.open-metadata.org/v1.12.x/deployment/docker/advanced.md): Configure port mapping, load balancing, AWS services, volumes, and troubleshoot common Docker deployment issues for OpenMetadata.
- [Enable Security (Docker) | OpenMetadata Docker Security](https://docs.open-metadata.org/v1.12.x/deployment/docker/security.md): Secure Docker-based deployments using best practices in network access, token handling, and identity provider integration.
- [Configuring OpenMetadata to Run Under a Subpath](https://docs.open-metadata.org/v1.12.x/deployment/docker/subpath.md)
- [How to enable AWS RDS IAM Auth  | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/iam-auth.md): Learn how to securely connect OpenMetadata to AWS RDS using IAM authentication with correct environment variables and configuration best practices.
- [Ingestion Framework Deployment | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/ingestion.md): Configure ingestion from external, cloud-native, or hybrid environments using deployment guides.
- [Run the Ingestion Framework Externally](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/external.md): Configure external ingestion endpoints to trigger metadata pipelines from orchestrators or custom scripts.
- [Run the ingestion from your Airflow](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/external/airflow.md): Deploy ingestion externally using Airflow for scalable orchestration of metadata pipelines across environments.
- [Managing Credentials](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/external/credentials.md)
- [Using Airflow Connections for Credentials](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/external/credentials-airflow.md): Retrieve and use Airflow Connections to securely pass service credentials in OpenMetadata ingestion pipelines.
- [Run the ingestion from GCP Composer  | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/external/gcp-composer.md): Deploy external ingestion using GCP Composer to automate metadata and quality pipelines on Google Cloud environments.
- [Run the ingestion from GitHub Actions](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/external/github-actions.md): Configure GitHub Actions for metadata ingestion to run workflows on commits, schedules, or triggers in your CI/CD pipelines.
- [Run the ingestion from AWS MWAA | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/external/mwaa.md): Integrate with MWAA to schedule and execute ingestion workflows using managed Airflow on AWS infrastructure.
- [Kubernetes Native Orchestrator](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/kubernetes.md): Run ingestion pipelines using native Kubernetes Jobs and CronJobs without requiring Apache Airflow.
- [Kubernetes Orchestrator Operations & Troubleshooting](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/kubernetes/troubleshooting.md): Validate, monitor, and troubleshoot the Kubernetes native orchestrator for OpenMetadata ingestion pipelines.
- [Run the ingestion from the OpenMetadata UI](https://docs.open-metadata.org/v1.12.x/deployment/ingestion/openmetadata.md): Learn how to deploy and configure OpenMetadata Ingestion pipelines. Complete setup guide with connectors, scheduling, and best practices.
- [Kubernetes Deployment | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes.md): Deploy the OpenMetadata on Kubernetes using Helm, custom values, and supported cloud configurations for scalable containerized environments.
- [Azure AKS Deployment | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/aks.md): Configure deployment with Azure Kubernetes Service (AKS) using OpenMetadata-recommended Helm charts and scalable configuration templates.
- [AWS EKS Deployment | OpenMetadata Kubernetes Guide](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/eks.md): Deploy the OpenMetadata on Amazon EKS for cloud-native scalability with secure identity integration and managed infrastructure support.
- [Airflow Orchestrator on EKS | OpenMetadata Kubernetes Guide](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/eks/airflow.md): Configure Apache Airflow as the orchestrator for OpenMetadata on Amazon EKS with EFS persistent storage and ReadWriteMany volumes.
- [Kubernetes GKE Deployment | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/gke.md): Run your deployment on Google Kubernetes Engine (GKE) for a reliable, managed Kubernetes experience with secure configurations.
- [Kubernetes On Premises Deployment | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/on-prem.md): Set up the OpenMetadata on-premises with Kubernetes for full control over infrastructure, security, and compliance requirements.
- [Enable Security](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/security.md)
- [Configuring OpenMetadata to Run Under a Subpath](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/subpath.md)
- [Kubernetes Helm Values | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/kubernetes/values.md): Customize your Helm values for Kubernetes deployments to control services, authentication, storage, and resource tuning.
- [Metrics](https://docs.open-metadata.org/v1.12.x/deployment/metrics.md)
- [Minimum Requirements | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/minimum-requirements.md): Review system requirements including OS, CPU, memory, and dependencies to ensure a successful and stable deployment.
- [OSS Security Best Practices](https://docs.open-metadata.org/v1.12.x/deployment/oss-security.md)
- [Production-Ready Requirements for OpenMetadata Deployment](https://docs.open-metadata.org/v1.12.x/deployment/production-ready-requirements.md)
- [Enable Secrets Manager | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager.md): Learn how to manage secrets and credentials used by connectors and services through centralized secrets manager setup.
- [Secrets Manager](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager/how-to-add-a-new-implementation.md)
- [Secrets Manager | OpenMetadata Deployment Integration](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager/supported-implementations.md): Review supported secrets manager implementations to securely manage sensitive credentials across cloud and hybrid environments.
- [AWS Secrets Manager](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager/supported-implementations/aws-secrets-manager.md): Use AWS Secrets Manager to integrate secret storage with your OpenMetadata, supporting encrypted access to service credentials.
- [AWS Systems Manager Parameter Store](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager/supported-implementations/aws-ssm-parameter-store.md): Set up AWS SSM Parameter Store for secrets management to store and retrieve credentials securely in your deployment.
- [Azure Key Vault | OpenMetadata Secrets Manager Guide](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager/supported-implementations/azure-key-vault.md): Get started with azure key vault. Setup instructions, features, and configuration details inside. Refer to the official documentation for the latest updates.
- [GCP Secret Manager Parameter Store | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager/supported-implementations/gcp-secret-manager.md): Connect Gcp Secret Manager to enable streamlined access, monitoring, or search of enterprise data using secure and scalable integrations.
- [Kubernetes Secrets Manager](https://docs.open-metadata.org/v1.12.x/deployment/secrets-manager/supported-implementations/kubernetes-secrets-manager.md): Use Kubernetes Secrets to integrate secret storage with your OpenMetadata, supporting secure access to service credentials.
- [Enable Security | OpenMetadata Deployment Security](https://docs.open-metadata.org/v1.12.x/deployment/security.md): Learn about authentication, encryption, secret management, and provider configurations for securing your platform deployment.
- [Amazon Cognito SSO | OpenMetadata Authentication Setup](https://docs.open-metadata.org/v1.12.x/deployment/security/amazon-cognito-sso.md): Enable Amazon Cognito for managing user authentication, token issuance, and identity pools in distributed or serverless systems.
- [Auth0 SSO | OpenMetadata Security Integration](https://docs.open-metadata.org/v1.12.x/deployment/security/auth0.md): Set up Auth0 as an identity provider to manage secure, token-based authentication across web apps, APIs, and user-facing services.
- [Azure SSO | OpenMetadata Authentication Integration](https://docs.open-metadata.org/v1.12.x/deployment/security/azure.md): Deploy Azure authentication to manage secure token-based access and identity roles in cloud-native or hybrid environments.
- [Basic Authentication | OpenMetadata Security Setup](https://docs.open-metadata.org/v1.12.x/deployment/security/basic-auth.md): Configure Basic Auth to secure service access with username and password authentication for lightweight, internal use cases.
- [OIDC Based Authentication](https://docs.open-metadata.org/v1.12.x/deployment/security/configuration-parameters.md)
- [Custom OIDC SSO | OpenMetadata Security Integration](https://docs.open-metadata.org/v1.12.x/deployment/security/custom-oidc.md): Set up a custom OIDC provider for authentication, allowing flexible federation and secure access across deployments.
- [Enable JWT Tokens | OpenMetadata Security Features](https://docs.open-metadata.org/v1.12.x/deployment/security/enable-jwt-tokens.md): Enable JWT-based security for user authentication, session management, and platform API access using tokens.
- [Enable SSL | OpenMetadata Security Configuration](https://docs.open-metadata.org/v1.12.x/deployment/security/enable-ssl.md): Enable SSL to secure platform communication, data transfers, and authentication across endpoints and services.
- [Enable SSL in Airflow | OpenMetadata Security Guide](https://docs.open-metadata.org/v1.12.x/deployment/security/enable-ssl/airflow-ssl.md): Enable SSL for Airflow-based deployments to secure metadata transport, authentication, and configuration endpoints.
- [Enable SSL with Nginx | OpenMetadata Security Setup](https://docs.open-metadata.org/v1.12.x/deployment/security/enable-ssl/nginx.md): Enable SSL using NGINX to encrypt traffic and protect sensitive metadata exchanges across service endpoints and UI access.
- [Enable SSL at the OpenMetadata Server](https://docs.open-metadata.org/v1.12.x/deployment/security/enable-ssl/openmetadata-server.md): Configure SSL for the OpenMetadata server to enable HTTPS, protect authentication flows, and secure backend communications.
- [SSL Troubleshooting | OpenMetadata Security Guide](https://docs.open-metadata.org/v1.12.x/deployment/security/enable-ssl/ssl-troubleshooting.md): Troubleshoot SSL errors and misconfigurations affecting secure access to services, ingestion, and the UI.
- [Google SSO | OpenMetadata Authentication Integration](https://docs.open-metadata.org/v1.12.x/deployment/security/google.md): Set up Google OAuth as your identity provider to enable secure login, token exchange, and scoped user access in deployments.
- [JWT validation Troubleshooting | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/security/jwt-troubleshooting.md): Fix JWT-based authentication issues with deployment and ingestion by adjusting token validation and decoding settings.
- [Keycloak SSO | OpenMetadata Security Integration](https://docs.open-metadata.org/v1.12.x/deployment/security/keycloak.md): Use Keycloak as your authentication server to centralize identity management with support for OIDC and SSO integrations.
- [Keycloak SSO for Bare Metal](https://docs.open-metadata.org/v1.12.x/deployment/security/keycloak/bare-metal.md)
- [Keycloak SSO for Docker](https://docs.open-metadata.org/v1.12.x/deployment/security/keycloak/docker.md)
- [Keycloak SSO for Kubernetes](https://docs.open-metadata.org/v1.12.x/deployment/security/keycloak/kubernetes.md)
- [Fix PKI Not Found When Using Keycloak with Custom PKI](https://docs.open-metadata.org/v1.12.x/deployment/security/keycloak/troubleshooting.md): Learn how to resolve PKI not found errors in OpenMetadata when using Keycloak behind Nginx with custom PKI by importing CA certificates into the truststore.
- [LDAP Authentication | OpenMetadata Security Setup](https://docs.open-metadata.org/v1.12.x/deployment/security/ldap.md): Configure LDAP integration to support centralized identity management using directory-based authentication systems.
- [Ldap Authentication for Bare Metal](https://docs.open-metadata.org/v1.12.x/deployment/security/ldap/bare-metal.md)
- [Ldap Authentication for Docker | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/security/ldap/docker.md): Integrate LDAP-based authentication in Docker for centralized credential management and user access across containerized applications.
- [Ldap Authentication for Kubernetes](https://docs.open-metadata.org/v1.12.x/deployment/security/ldap/kubernetes.md)
- [OIDC Based Authentication | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/security/oidc.md): Enable OIDC-based authentication to unify identity providers using open standards, access tokens, and flexible integration patterns.
- [Okta SSO | OpenMetadata Authentication Integration](https://docs.open-metadata.org/v1.12.x/deployment/security/okta.md): Configure Okta as your authentication provider to support secure login, identity federation, and enterprise-grade access control.
- [OneLogin SSO | OpenMetadata Authentication Setup](https://docs.open-metadata.org/v1.12.x/deployment/security/one-login.md): Configure OneLogin as your authentication source to manage user roles, sessions, and tokens across secure deployments.
- [OneLogin SSO for Bare Metal | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/security/one-login/bare-metal.md): Use OneLogin authentication on bare-metal deployments to ensure secure, token-driven access without relying on cloud-native services.
- [One Login SSO for Docker | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/security/one-login/docker.md): Deploy OneLogin authentication in Docker for fast, secure user validation and centralized identity management in container services.
- [OneLogin SSO for Kubernetes | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/security/one-login/kubernetes.md): Integrate OneLogin into Kubernetes clusters to securely manage authentication, access tokens, and identity roles at runtime.
- [SAML SSO](https://docs.open-metadata.org/v1.12.x/deployment/security/saml.md)
- [SAML AWS SSO](https://docs.open-metadata.org/v1.12.x/deployment/security/saml/aws.md)
- [SAML AZURE SSO](https://docs.open-metadata.org/v1.12.x/deployment/security/saml/azure.md)
- [Enable Semantic Search | OpenMetadata Deployment Guide](https://docs.open-metadata.org/v1.12.x/deployment/semantic-search.md): Configure semantic search with vector embeddings in OpenMetadata to enable natural language queries against your metadata catalog using OpenSearch.
- [Upgrade OpenMetadata | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/upgrade.md): Upgrade the platform version with step-by-step instructions on migration, compatibility, and new feature adoption.
- [Upgrade on Bare Metal | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/upgrade/bare-metal.md): Learn how to upgrade deployments on bare-metal infrastructure with versioning steps, rollback plans, and configuration tips.
- [Bare Metal Upgrade Steps | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/upgrade/bare-metal/steps.md): Step-by-step upgrade process for OpenMetadata on bare-metal infrastructure, including database migration and post-upgrade tasks.
- [Upgrade on Docker | OpenMetadata Deployment Upgrade Guide](https://docs.open-metadata.org/v1.12.x/deployment/upgrade/docker.md): Perform upgrades for Docker-based deployments by managing image versions, environment variables, and service configurations.
- [How do the Upgrade & Backup work?](https://docs.open-metadata.org/v1.12.x/deployment/upgrade/how-does-it-work.md): Understand how the upgrade system works with a version-aware approach to safely migrate platform components and configurations.
- [Upgrade on Kubernetes | Official Documentation](https://docs.open-metadata.org/v1.12.x/deployment/upgrade/kubernetes.md): Upgrade Kubernetes deployments efficiently using version-specific instructions, Helm values, and best practices for safe rollout.
- [Kubernetes Upgrade Troubleshooting](https://docs.open-metadata.org/v1.12.x/deployment/upgrade/kubernetes-troubleshooting.md): Resolve common issues when upgrading OpenMetadata on Kubernetes, including Helm failures, MySQL pod errors, and PostgreSQL extension requirements.
- [OpenMetadata Developers | Developer Resources Overview](https://docs.open-metadata.org/v1.12.x/developers.md): Learn how to build, extend, and contribute to the metadata platform using developer best practices and APIs.
- [OpenMetadata System Architecture | Developer Guide](https://docs.open-metadata.org/v1.12.x/developers/architecture.md): Connect Architecture to enable streamlined access, monitoring, or search of enterprise data using secure and scalable integrations.
- [Understand Code Layout](https://docs.open-metadata.org/v1.12.x/developers/architecture/code-layout.md)
- [How to Set Up Bots | OpenMetadata Developer Guide](https://docs.open-metadata.org/v1.12.x/developers/bots.md): Create and manage bots for task automation, data notifications, and metadata workflows.
- [How to Contribute Code | Open Source Contribution Guide](https://docs.open-metadata.org/v1.12.x/developers/contribute.md): Understand contribution guidelines for participating in the platform's development and submitting changes.
- [Generate TypeScript Types From JSON Schema](https://docs.open-metadata.org/v1.12.x/developers/contribute/build-code-and-run-tests/generate-typescript-types-from-json-schema.md): Use this guide to generate TypeScript type definitions from JSON Schema to maintain consistency and type safety.
- [Ingestion Framework | OpenMetadata Developer Guide](https://docs.open-metadata.org/v1.12.x/developers/contribute/build-code-and-run-tests/ingestion-framework.md): Contribute to ingestion framework by setting up the local dev environment, running tests, and validating workflows.
- [OpenMetadata Server | Developer Guide & Setup](https://docs.open-metadata.org/v1.12.x/developers/contribute/build-code-and-run-tests/openmetadata-server.md): Build and run metadata server locally with this guide, including environment setup and server configuration tips.
- [OpenMetadata UI | Developer Guide & Setup](https://docs.open-metadata.org/v1.12.x/developers/contribute/build-code-and-run-tests/openmetadata-ui.md): Build and test the metadata UI locally by setting up this frontend development environment guide.
- [Playwright Integration Tests | Official Documentation](https://docs.open-metadata.org/v1.12.x/developers/contribute/build-code-and-run-tests/playwright-integration-tests.md): Setup Playwright test framework and configure automated end-to-end test suite for validating platform components.
- [Prerequisites | OpenMetadata Developer Setup Requirements](https://docs.open-metadata.org/v1.12.x/developers/contribute/build-code-and-run-tests/prerequisites.md): Complete prerequisite steps for contributing code including environment, dependencies, and access setup.
- [Data Quality Module | Technical Architecture](https://docs.open-metadata.org/v1.12.x/developers/contribute/codebase-deep-dives/data-quality.md): Technical deep dive into the OpenMetadata data quality module — test execution pipeline, validator architecture, and extension points.
- [Lineage Ingestion | Technical Architecture](https://docs.open-metadata.org/v1.12.x/developers/contribute/codebase-deep-dives/lineage-ingestion.md): Technical deep dive into the OpenMetadata lineage ingestion pipeline — SQL parsing, graph analysis, column-level lineage, and cross-database lineage.
- [Metadata Ingestion | Technical Architecture](https://docs.open-metadata.org/v1.12.x/developers/contribute/codebase-deep-dives/metadata-ingestion.md): Technical deep dive into the OpenMetadata metadata ingestion framework — topology-based execution, source hierarchy, and how to add new connectors.
- [Profiler Module | Technical Architecture](https://docs.open-metadata.org/v1.12.x/developers/contribute/codebase-deep-dives/profiler.md): Technical deep dive into the OpenMetadata profiler — metrics system, computation engine, threading model, and extension points.
- [Sampler Module | Technical Architecture](https://docs.open-metadata.org/v1.12.x/developers/contribute/codebase-deep-dives/sampler.md): Technical deep dive into the OpenMetadata sampler — sampling strategies, database-specific implementations, and integration with profiler and data quality.
- [Usage Ingestion | Technical Architecture](https://docs.open-metadata.org/v1.12.x/developers/contribute/codebase-deep-dives/usage-ingestion.md): Technical deep dive into the OpenMetadata usage ingestion pipeline — query log collection, SQL parsing, aggregation, and publishing.
- [Developing a new Connector](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector.md)
- [AI-Assisted Connector Development](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/ai-assisted-development.md): Build OpenMetadata connectors faster using AI skills with Claude Code, Cursor, Codex, and other AI tools
- [Build a Connector with AI](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/ai-assisted-development/build-with-ai.md): End-to-end workflow for implementing an OpenMetadata connector using AI tools
- [Install AI Skills](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/ai-assisted-development/install-skills.md): Set up OpenMetadata connector skills in Claude Code, Cursor, Codex, Copilot, and other AI tools
- [Scaffold a Connector](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/ai-assisted-development/scaffold-connector.md): Use the scaffold tool to generate JSON Schema, Python boilerplate, and AI implementation context for a new connector
- [Apply UI Changes](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/apply-ui-changes.md)
- [Create the Java ClassConverter](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/create-java-class-converter.md)
- [Define the JSON Schema](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/define-json-schema.md)
- [Develop the Ingestion Code](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/develop-ingestion-code.md)
- [Test It](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/test-it.md)
- [Update the Documentation](https://docs.open-metadata.org/v1.12.x/developers/contribute/developing-a-new-connector/update-documentation.md)
- [Development Environment Setup | Dev Containers for OpenMetadata](https://docs.open-metadata.org/v1.12.x/developers/contribute/development-environment-setup.md): Set up your OpenMetadata development environment using Dev Containers in VS Code, IntelliJ IDEA, or GitHub Codespaces.
- [How to Add a Custom Property to an Entity with API](https://docs.open-metadata.org/v1.12.x/developers/custom-properties.md): Learn how to add custom metadata properties to an entity to extend its structure and capture new details.
- [How To Add Language Support | Official Documentation](https://docs.open-metadata.org/v1.12.x/developers/how-to-add-language-support.md): Add support for additional languages to extend platform accessibility and usability across global teams.
- [Open Source Community | Official Documentation](https://docs.open-metadata.org/v1.12.x/developers/open-source-community.md): Explore how to contribute to the open-source community, including issues, pull requests, and collaboration.
- [Metadata Ingestion - Multithreading (Beta)](https://docs.open-metadata.org/v1.12.x/features/ingestion/workflows/metadata/multithreading.md): Optimize OpenMetadata Ingestion with multithreading workflows. Learn to configure parallel processing for faster metadata extraction and improved performance.
- [How-to Guides | Official Documentation to User Guides](https://docs.open-metadata.org/v1.12.x/how-to-guides.md): Step-by-step guidance for how to guides using OpenMetadata. Learn key actions, features, and best practices.
- [Admin Guide | OpenMetadata Administration Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide.md): Browse all administrative how-to guides for onboarding, team management, and policy creation.
- [How To Run Ingestion Pipeline Via CLI with Basic Auth](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/cli-ingestion-with-basic-auth.md)
- [Resolving Data Insights and KPI Display Issues in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/data-insights.md)
- [How to Delete a Service Connection | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/delete-service-connection.md): Delete a service connection safely to revoke platform integrations while maintaining metadata integrity and system consistency.
- [How to Change the Login Page & Nav Bar Logo and Favicon](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/how-to-add-custom-logo.md)
- [How to Ingest Metadata | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/how-to-ingest-metadata.md): Learn how to ingest metadata using connectors for databases, pipelines, dashboards, and storage systems.
- [Permission Debugger | Analyze and Troubleshoot User Access](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/permission-debugger.md): Use the Permission Debugger to simulate permission checks, verify policies, and troubleshoot user access issues across roles, teams, and resources.
- [Persona and Landing Page Customization in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/persona-landing-page-customization.md)
- [Customizable Landing Page with Pluggable Panels](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/persona-landing-page-customization/customizable-landing-page.md)
- [How to Define Personas in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/persona-landing-page-customization/defining-persona.md)
- [Reindexing Search](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/reindexing-search.md)
- [Advanced Guide for Roles and Policies](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/roles-policies.md): Manage roles and policies to control permissions, ownership, and governance enforcement.
- [Building Blocks of Authorization - Rules, Policies, and Roles](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/roles-policies/authorization.md): Understand authorization policies to manage read, write, and discover permissions for users and service accounts.
- [Use Cases - Creating Roles & Policies in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/roles-policies/use-cases.md): Review real-world role-based access use cases for securing metadata access across teams, departments, and personas.
- [How to Add a Team | OpenMetadata Admin Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/teams-and-users/add-team.md): Connect Add Team to enable streamlined access, monitoring, or search of enterprise data using secure and scalable integrations.
- [How to Add Users to Teams](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/teams-and-users/add-users.md)
- [How to Change the Team Type | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/teams-and-users/change-team-type.md): Learn how to change team types to modify access levels and permissions for improved role-based collaboration and enterprise access control.
- [How to Invite Users to OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/teams-and-users/invite-users.md): Invite users and configure their team access using email, domain patterns, or integrations with your identity platform.
- [Team Structure in OpenMetadata | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/admin-guide/teams-and-users/team-structure-openmetadata.md): Understand team structure setup to align users, roles, and permissions in a way that supports secure and scalable collaboration.
- [Audit Logs | Collate Admin Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/audit-logs.md): Track and monitor user actions, entity updates, and platform activities with comprehensive audit logs for governance and compliance
- [Data Collaboration | OpenMetadata Collaboration Features](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration.md): Enable data collaboration through announcements, conversations, tags, and task workflows across teams.
- [Understanding Activity Feeds | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration/activity-feeds.md): Monitor all activity feeds to stay informed about changes in ownership, usage, classification, or quality events.
- [How to Create an Announcement](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration/add-announcement.md): Add announcements to asset pages to communicate updates, ownership changes, or data quality notes to users.
- [Overview of Announcements | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration/announcements.md): Post platform-wide announcements to share important data updates, outages, or governance messages with teams.
- [Conversation Threads | OpenMetadata Collaboration Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration/conversation.md): Participate in conversations directly on data assets to resolve questions, clarify context, or suggest updates.
- [Request for Description | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration/request-description.md): Request missing descriptions for datasets, dashboards, or pipelines to improve documentation and usability.
- [How to Request for Tags](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration/request-tags.md): Use tag requests to suggest relevant labels for data assets and improve discoverability through collaborative tagging.
- [Create Tasks | OpenMetadata Collaboration Workflow](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-collaboration/tasks.md): Manage data collaboration tasks directly within the platform to assign ownership, review status, and track activity.
- [Data Contracts | OpenMetadata Data Contracts](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-contracts.md): Step-by-step guidance for data contracts using OpenMetadata. Learn key actions, features, and best practices.
- [Creating Data Contracts | OpenMetadata Data Contracts Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-contracts/create.md): Create open-source data contracts directly in the OpenMetadata UI
- [Creating Data Contracts | OpenMetadata Data Contracts Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-contracts/spec.md): Create open-source data contracts directly in the OpenMetadata UI
- [Data Discovery | OpenMetadata How-To Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery.md): Step-by-step guidance for data discovery using OpenMetadata. Learn key actions, features, and best practices.
- [Add Complex Queries using Advanced Search](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/advanced.md): Use advanced search and filtering to discover data across sources, owners, and business domains with high precision.
- [Bulk Upload Data Assets with CSV in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/bulk-upload.md): Save time by importing or updating multiple data assets via CSV. Validate and edit inline before finalizing bulk uploads in OpenMetadata.
- [Detailed View of the Data Assets](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/details.md): Dive into dataset details including lineage, profiling, ownership, and glossary context for complete understanding.
- [How to Discover Assets of Interest](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/discover.md): Discover datasets using advanced filters, tagging, and popularity metrics to find what matters most to your work.
- [Bulk Export Data Assets via CSV in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/export.md): Learn to bulk export database services, databases, schemas, and tables in OpenMetadata as CSV files using the UI or API.
- [Guide to Searching Data Using Hierarchical View](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/hierarchy.md): Learn to navigate and search data with the Hierarchical View in OpenMetadata. Expand layers, explore relationships, and access detailed asset information easily.
- [Bulk Import Data Assets via CSV in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/import.md): Learn to bulk import databases, schemas, and tables in OpenMetadata using CSV files. Edit inline, validate changes, and import via UI or API.
- [Get a Quick Glance of the Data Assets](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/preview.md): Instantly preview data assets with inline metadata, sample rows, schema details, tags, and quality metrics—without leaving the Explore page.
- [Managing and Editing Table Constraint in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/table-constraint.md): Learn how to view, edit, and manage table constraints in OpenMetadata to track relationships, enhance lineage, and support data governance.
- [Troubleshooting for Import-Export issue](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-discovery/troubleshooting.md): Resolve glossary CSV export failures in OpenMetadata by checking proxy settings, enabling WebSockets, and verifying real-time connectivity.
- [Data Governance | OpenMetadata Governance Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance.md): Step-by-step guidance for data governance using OpenMetadata. Learn key actions, features, and best practices.
- [Classification | OpenMetadata Data Classification Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification.md): Learn how to classify data using tags, tiers, and rules to improve governance, discovery, and sensitivity tracking.
- [How to Classify Data Assets | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/assets.md): Manage classification of assets such as tables and dashboards to enhance discoverability, quality, and trust in your data.
- [Auto-Classification in OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/auto-classification.md): Learn how to set up automatic data classification in OpenMetadata to streamline data governance and ensure consistent tagging across your data assets.
- [Auto Pii Tagging Guide | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/auto-classification/auto-pii-tagging.md): Automatically tag personally identifiable information (PII) in your datasets to support data classification, compliance, and privacy enforcement.
- [External Storage for Sample Data](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/auto-classification/external-sample-data.md)
- [External Auto Classification Workflow](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/auto-classification/external-workflow.md)
- [Adding Auto Classification Workflow through UI](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/auto-classification/workflow.md)
- [Best Practices for Classification | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/best-practices.md): Follow classification best practices to ensure your data is consistently tagged, categorized, and compliant with governance rules.
- [Overview of Classification | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/classification.md): Get an overview of classification features to understand how data is organized, labeled, and governed across your OpenMetadata.
- [How to Request for Classification Tags | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/request-tags.md): Use request tags to improve collaboration and feedback on data assets by enabling users to flag and annotate classification needs.
- [Sample Data Handling Using PII Tags](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/sample-data-using-pii-tag.md)
- [What are Tiers | OpenMetadata Classification Tiers Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/classification/tiers.md): Use tier-based classification to rank assets by quality, importance, and readiness for business consumption.
- [Column Bulk Operations for OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/column-bulk-operations.md)
- [Domains & Data Products | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/domains-&-data-products.md): Manage domains and data products to establish ownership, scope, and data product lineage within your ecosystem.
- [How to Use Data Products | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/domains-&-data-products/data-products.md): Define and manage data products as part of your governance strategy to track ownership, value, and metadata lineage efficiently.
- [How to Use Domains | OpenMetadata Governance Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/domains-&-data-products/domains.md): Organize datasets into domains to group related data assets, assign responsibilities, and support distributed data ownership.
- [Glossary | OpenMetadata Data Glossary Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary.md): Set up glossary terms and definitions to improve search, categorization, and shared understanding.
- [Glossary Approval Workflow | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/approval.md): Approve glossary terms for publishing after peer review to maintain high-quality, validated business definitions.
- [How to Add Assets to Glossary Terms](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/assets.md): Link glossary terms to assets so users can explore definitions directly from datasets, dashboards, and columns.
- [Best Practices for Glossary | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/best-practices.md): Apply best practices for creating glossary terms to ensure consistency, clarity, and shared understanding across teams.
- [How to Create Glossary Terms | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/create-terms.md): Learn to create terms within glossary hierarchies and assign owners, reviewers, and asset relationships.
- [Glossary Export | OpenMetadata Export Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/export.md): Export glossary terms in bulk for backup, migration, or sharing with stakeholders or external systems.
- [What is a Glossary Term | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/glossary-term.md): Create glossary terms with definitions, synonyms, status, and linked entities to support semantic understanding.
- [How to Bulk Import a Glossary](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/import.md): Import glossary terms in bulk using templates to streamline setup, migration, and cross-system integration.
- [How to Setup a Glossary | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/setup.md): Set up the glossary module with term hierarchies, reviewers, definitions, and asset links to support governance.
- [Glossary Styling | OpenMetadata Glossary Customization](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/styling.md): Style your glossary with custom headers, icons, and formats to reflect organizational tone and branding.
- [Data Governance Glossary Troubleshooting | OpenMetadata Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/glossary/troubleshooting.md)
- [Metrics for OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-governance/metrics.md)
- [Data Insights | OpenMetadata Reporting & Insights](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights.md): Step-by-step guidance for data insights using OpenMetadata. Learn key actions, features, and best practices.
- [How to Transform the Data Culture of Your Company](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/data-culture.md): Promote a data-driven culture with trust signals, ownership indicators, and contribution activity.
- [Run Elasticsearch Reindex using Airflow SDK](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/elasticsearch-reindex.md)
- [Configure the Data Insights Report](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/email-report.md): Set up email-based delivery of data insight reports for stakeholders and teams.
- [Set Up Data Insights Ingestion | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/ingestion.md): Monitor ingestion metrics, failures, and progress from scheduled and triggered ingestion workflows.
- [Key Performance Indicators (KPI) | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/kpi.md): Track key KPIs and data quality signals for datasets, services, and domains through governance dashboards.
- [Data Insights Report | OpenMetadata Reporting Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/report.md): Generate data usage reports across domains, ownership, or profiling health to track data engagement.
- [Service Insights Overview | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/service-insights.md): Explore service-level insights including ownership, usage, and performance metrics from data assets.
- [What is Tiering | OpenMetadata Data Tiering Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-insights/tiering.md): Tier datasets based on usage, freshness, and governance to guide discovery and prioritization.
- [Data Lineage | OpenMetadata Lineage How-To Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-lineage.md): Navigate core data lineage guides to understand column, table, and pipeline lineage configuration.
- [How Column-Level Lineage Works | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-lineage/column.md): View column-level lineage to trace transformations and dependencies for data quality, debugging, and impact analysis.
- [Explore the Lineage View | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-lineage/explore.md): Explore lineage diagrams interactively to understand how data flows between sources, transformations, and dashboards.
- [How to Manually Add or Edit Lineage](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-lineage/manual.md): Manually build lineage by defining upstream and downstream relationships between datasets and transformations.
- [How to Deploy a Lineage Workflow](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-lineage/workflow.md): Build data lineage using workflows to extract upstream and downstream dependencies.
- [Data Quality Observability Guide | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability.md): Step-by-step guidance for data quality observability using OpenMetadata. Learn key actions, features, and best practices.
- [Alerts & Notifications | OpenMetadata Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications.md): Configure alerts and notifications for data observability and system governance events across your data catalog.
- [Data Observability Alerts | OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications/data-observability-alerts.md): Configure alerts for data quality failures, schema changes, and pipeline issues.
- [Email Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications/email-alerts-configuration.md): Configure email as an alert destination in OpenMetadata.
- [Generic Webhook Alert Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications/generic-webhook-alerts-configuration.md): Configure generic webhooks as an alert destination in OpenMetadata.
- [Google Chat Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications/google-chat-alerts-configuration.md): Configure Google Chat as an alert destination in OpenMetadata.
- [Microsoft Teams Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications/microsoft-teams-alerts-configuration.md): Configure Microsoft Teams as an alert destination in OpenMetadata.
- [Slack Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications/slack-alerts-configuration.md): Configure Slack as an alert destination in OpenMetadata.
- [System & Governance Notifications | OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/alerts-notifications/system-governance-notifications.md): Configure notifications for metadata changes, governance events, and collaboration activities.
- [Incident Manager | OpenMetadata Data Quality Management](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/incident-manager.md): Navigate the incident manager to assign, investigate, and resolve data quality incidents.
- [How to work with the Incident Manager | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/incident-manager/workflow.md): Explore incident workflows that document, notify, and assign resolution steps for quality issues across assets.
- [Data Profiler | OpenMetadata Data Profiling Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/profiler.md): Explore profiling workflows including histogram metrics, null counts, and field-level health.
- [Custom Metrics](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md)
- [External Profiler Workflow | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/profiler/external-workflow.md): Trigger external profiling workflows to capture custom metrics and analyze datasets based on business context.
- [Metrics | OpenMetadata Profiler Metrics Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/profiler/metrics.md): Monitor profiling metrics such as completeness, distinct counts, min/max, and type inference to detect data quality issues.
- [Profiler Workflow | OpenMetadata Profiling Workflow](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/profiler/profiler-workflow.md): Use profiler workflows to extract row stats, distribution, null percentages, and data health.
- [Profiler Tab | OpenMetadata Data Profiling Interface](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/profiler/tab.md): Use the profiler tab to configure, view, and manage profiling metrics including null counts, uniqueness, and stats.
- [Data Quality | OpenMetadata Quality Management Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality.md): Ensure observability through alerts, test results, and profiler signals for better data quality.
- [Adding Test Cases to an Entity](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/adding-test-cases.md)
- [Adding test suites through the UI](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/adding-test-suites.md)
- [Configure Data Quality | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/configure.md): Set up and tune quality tests across datasets using custom rules, metrics, and alerting logic.
- [Custom Tests | OpenMetadata Quality Testing Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/custom-tests.md): Build and manage custom data quality tests to validate schema, values, and distributions during ingestion.
- [Data Quality as Code](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/data-quality-as-code.md): Run data quality tests programmatically from your ETL workflows using the OpenMetadata Python SDK
- [Advanced Usage](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/advanced-usage.md): Advanced patterns and configurations for Data Quality as Code
- [DataFrame Validation](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/dataframe-validation.md): Validate pandas DataFrames before loading them to destinations using OpenMetadata data quality tests
- [Getting Started with Data Quality as Code](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/getting-started.md): Install the OpenMetadata Python SDK and configure authentication
- [Test Definitions Reference](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/test-definitions.md): Complete reference for all data quality test types available in the OpenMetadata Python SDK
- [TestRunner - Running Table-Level Tests](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/test-runner.md): Execute data quality tests against tables in OpenMetadata using the TestRunner API
- [Dimensional Validation | Data Quality Testing by Dimension](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/dimensional-validation.md): Run data quality tests grouped by business dimensions to identify problem segments in your data.
- [Data Quality Tab | OpenMetadata Quality Interface](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/tab.md): Use the quality tab to review profiling results, detect issues, and verify test coverage for your datasets.
- [How to Write and Deploy No-Code Test Cases](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/test.md): Test ingestion rules using YAML-defined logic to enforce expectations across datasets and sources.
- [Adding Data Quality Test Cases from yaml config](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/test-cases-from-yaml-config.md)
- [Test Library | Custom SQL-Based Data Quality Tests](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/test-library.md): Create reusable custom data quality tests using SQL queries with dynamic parameters for table and column-level validations.
- [Tests - UI Config | OpenMetadata Quality Config Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/tests-ui.md): Define UI tests to validate data quality during ingestion and enforce expectations at column or table level.
- [Tests - YAML Config | OpenMetadata Quality Config Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/tests-yaml.md): Define YAML tests to validate data quality during ingestion and enforce expectations at column or table level.
- [How to Visualize Test Results](https://docs.open-metadata.org/v1.12.x/how-to-guides/data-quality-observability/quality/visualize.md)
- [Guide for Data Users | OpenMetadata User Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users.md): Browse user-focused how-to guides covering tags, glossary, descriptions, and asset tracking.
- [How to Create an Announcement | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/add-announcement.md): Add announcements to communicate asset changes, certifications, deprecations, or important usage guidelines.
- [Overview of Announcements | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/announcements.md): Use announcements to communicate critical updates about datasets, dashboards, or quality concerns with your team.
- [Understanding the Basics of OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/basics-openmetadata.md): Learn the basics of using the platform, including navigation, lineage exploration, and collaborative features.
- [OpenMetadata Browser Extension | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/browser-ext.md): Install the browser extension to explore metadata and documentation directly while navigating your data tools.
- [How to Create a Custom Property for a Data Asset](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/custom.md): Customize data asset pages by configuring fields, tabs, and layouts to match your organization’s metadata strategy.
- [Overview of Data Assets | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/data-asset-tabs.md): Navigate data asset tabs for schema, lineage, profiling, and usage insights in a unified, user-friendly interface.
- [How to Assign or Change Data Ownership](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/data-ownership.md): Learn how to establish and manage data ownership in OpenMetadata. Complete guide for data users on assigning owners, tracking responsibility, and governance.
- [How to Delete a Data Asset | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/delete.md): Delete outdated or test assets from your catalog to maintain clean, relevant metadata and simplify search results.
- [How to Add Description using Markdown](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/description.md): Learn how data descriptions help users understand asset context, structure, and lineage across your catalog.
- [How to Follow a Data Asset | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/follow-data-asset.md): Follow data assets to stay informed about updates, ownership changes, and activity within your areas of interest.
- [How to Add Glossary Terms | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/glossary.md): Browse and search glossary terms to understand domain-specific terminology across your organization’s data assets.
- [How to Create a Personal Access Token | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/personal-access-token.md): Create personal access tokens to authenticate API requests to OpenMetadata.
- [How to Request for Description](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/request-description.md): Learn how to request data asset descriptions in OpenMetadata. Step-by-step guide for data users to collaborate and improve data documentation.
- [How to Request for Tags | Official Documentation](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/request-tags.md): Use tag requests to suggest or request metadata labels for columns, tables, and dashboards that need categorization.
- [How to Add Tags | OpenMetadata User Tagging Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/tags.md): Add metadata tags to datasets, columns, or dashboards for improved classification, search, and governance reporting.
- [How to Customize OpenMetadata](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/theme.md)
- [Data Asset Versioning | OpenMetadata Version Control Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/guide-for-data-users/versions.md): Track asset versions and view historical changes to schema, descriptions, tags, and ownership with full traceability.
- [MCP Server](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp.md)
- [Getting Started with Claude Desktop](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/claude.md): Set up MCP Server to connect Claude Desktop with OAuth or PAT-based authentication for AI-powered access to your data.
- [Getting Started with Claude Code](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/claude-code.md): Connect your OpenMetadata MCP Server to Claude Code (CLI) for AI-powered metadata exploration from the terminal.
- [OpenMetadata MCP Server Connection Guide](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/connect.md)
- [MCP Server - API Usage & Reference](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/connect-api.md)
- [Getting Started with Cursor](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/cursor.md): Connect your OpenMetadata MCP Server to Cursor IDE with OAuth or PAT-based authentication for AI-powered metadata exploration.
- [Getting Started with Goose Desktop](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/goose.md): Learn how to connect Goose Desktop with MCP Server, create tokens, and enable secure AI-powered access to your data platform.
- [OAuth 2.0 Authentication for MCP Server](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/oauth.md): Connect to OpenMetadata's MCP Server using OAuth 2.0 with your existing SSO provider. No Personal Access Tokens required.
- [OpenMetadata MCP Tools Reference](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/reference.md)
- [Semantic Search MCP Tool](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/semantic-search.md): Use the Semantic Search MCP tool to perform natural language queries against your OpenMetadata catalog through AI assistants.
- [Getting Started with VS Code](https://docs.open-metadata.org/v1.12.x/how-to-guides/mcp/vscode.md): Connect your OpenMetadata MCP Server to Visual Studio Code for AI-powered metadata exploration.
- [OpenMetadata Documentation](https://docs.open-metadata.org/v1.12.x/index.md): Unified platform for data discovery, lineage, and governance
- [Quickstart | OpenMetadata Quickstart Guide](https://docs.open-metadata.org/v1.12.x/quick-start.md): Get started with your platform using step-by-step onboarding instructions for setup, integration, and key feature exploration.
- [Getting Started with OpenMetadata for Data cataloging](https://docs.open-metadata.org/v1.12.x/quick-start/getting-started.md): Follow this guide to get started quickly with core deployment, authentication, data access, and configuration for your platform setup.
- [Day 1 Getting Started | OpenMetadata Day 1 Guide](https://docs.open-metadata.org/v1.12.x/quick-start/getting-started/day-1.md): Connect your first data sources, run ingestion, and invite users to start collaborating in OpenMetadata.
- [Database service setup](https://docs.open-metadata.org/v1.12.x/quick-start/getting-started/day-1/database-service-setup.md): Configure a database service connection in OpenMetadata and prepare it for metadata ingestion.
- [Try OpenMetadata in Docker](https://docs.open-metadata.org/v1.12.x/quick-start/local-docker-deployment.md): Get OpenMetadata running locally in minutes with Docker. Step-by-step setup guide, configuration tips, and troubleshooting for your metadata platform.
- [Try OpenMetadata in Kubernetes](https://docs.open-metadata.org/v1.12.x/quick-start/local-kubernetes-deployment.md): Deploy OpenMetadata locally on Kubernetes in minutes. Step-by-step guide with commands, configurations, and troubleshooting for your metadata platform.
- [Sandbox Quickstart | OpenMetadata Sandbox Environment](https://docs.open-metadata.org/v1.12.x/quick-start/sandbox.md): Get started with OpenMetadata in minutes using our interactive sandbox environment. Explore data discovery, lineage, and governance features hands-on.
- [Latest Release | OpenMetadata Release Notes and Versions](https://docs.open-metadata.org/v1.12.x/releases.md): Discover the latest OpenMetadata releases, new features, bug fixes, and updates. Stay current with release notes and upgrade information.
- [1.10 Release | OpenMetadata 1.10 Releases](https://docs.open-metadata.org/v1.12.x/releases/1.10-release.md): OpenMetadata 1.10 release series changelog — new features, bug fixes, and upgrade guides for all 1.10.x versions.
- [1.11 Release | OpenMetadata 1.11 Releases](https://docs.open-metadata.org/v1.12.x/releases/1.11-release.md): OpenMetadata 1.11 release series changelog — new features, bug fixes, and upgrade guides for all 1.11.x versions.
- [1.8 Release | OpenMetadata 1.8 Releases](https://docs.open-metadata.org/v1.12.x/releases/1.8-release.md): OpenMetadata 1.8 release series changelog — new features, bug fixes, and upgrade guides for all 1.8.x versions.
- [1.9 Release | OpenMetadata 1.9 Releases](https://docs.open-metadata.org/v1.12.x/releases/1.9-release.md): OpenMetadata 1.9 release series changelog — new features, bug fixes, and upgrade guides for all 1.9.x versions.
- [All Releases | OpenMetadata All Releases](https://docs.open-metadata.org/v1.12.x/releases/all-releases.md): Explore all OpenMetadata releases with detailed changelogs, new features, bug fixes, and upgrade guides. Stay updated with the latest versions and improvements.
- [Old Releases | OpenMetadata Legacy Releases](https://docs.open-metadata.org/v1.12.x/releases/old-releases.md): OpenMetadata legacy release notes — changelogs and upgrade guides for versions 1.7.x and earlier.
- [AI SDK](https://docs.open-metadata.org/v1.12.x/sdk/ai-sdk.md): Bring AI to your metadata. Programmatic access to OpenMetadata through MCP tools and AI Studio Agents across Python, TypeScript, Java, and CLI.

## OpenAPI Specs

- [openapi](https://docs.open-metadata.org/api-reference/openapi.json)