# OpenMetadata Documentation: v1.13.x

## v1.13.x

- [v1.13.x / Deployment (97 pages)](https://docs.open-metadata.org/_llms/v1-13-x/deployment.md): Documentation for v1.13.x / Deployment.
- [v1.13.x / Connectors (362 pages)](https://docs.open-metadata.org/_llms/v1-13-x/connectors.md): Documentation for v1.13.x / Connectors.
- [v1.13.x / SDK & APIs (307 pages)](https://docs.open-metadata.org/_llms/v1-13-x/sdk-and-apis.md): Documentation for v1.13.x / SDK & APIs.

### Home

- [OpenMetadata Documentation](https://docs.open-metadata.org/v1.13.x/index.md): Unified platform for data discovery, lineage, and governance

### Quickstart

#### Quickstart

- [Quickstart | OpenMetadata Quickstart Guide](https://docs.open-metadata.org/v1.13.x/quick-start.md): Get started with your platform using step-by-step onboarding instructions for setup, integration, and key feature exploration.
- [Try OpenMetadata in Docker](https://docs.open-metadata.org/v1.13.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/v1.13.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/v1.13.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.

##### Getting Started

- [Getting Started with OpenMetadata for Data cataloging](https://docs.open-metadata.org/v1.13.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

- [Day 1 Getting Started | OpenMetadata Day 1 Guide](https://docs.open-metadata.org/v1.13.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/v1.13.x/quick-start/getting-started/day-1/database-service-setup.md): Configure a database service connection in OpenMetadata and prepare it for metadata ingestion.

### How-to Guides

#### How-to Guides

- [How-to Guides | Official Documentation to User Guides](https://docs.open-metadata.org/v1.13.x/how-to-guides.md): Step-by-step guidance for how to guides using OpenMetadata. Learn key actions, features, and best practices.

### MCP

#### MCP

- [MCP Server](https://docs.open-metadata.org/v1.13.x/how-to-guides/mcp.md)
- [OAuth 2.0 Authentication for MCP Server](https://docs.open-metadata.org/v1.13.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.
- [MCP Tools Reference](https://docs.open-metadata.org/v1.13.x/how-to-guides/mcp/reference.md)
- [Semantic Search MCP Tool](https://docs.open-metadata.org/v1.13.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.

##### MCP Server Connection

- [OpenMetadata MCP Server Connection Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/mcp/connect.md)
- [MCP Server - API Usage & Reference](https://docs.open-metadata.org/v1.13.x/how-to-guides/mcp/connect-api.md)

##### Getting Started with MCP Clients

- [Getting Started with Claude Desktop](https://docs.open-metadata.org/v1.13.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/v1.13.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.
- [Getting Started with Goose Desktop](https://docs.open-metadata.org/v1.13.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.
- [Getting Started with Cursor](https://docs.open-metadata.org/v1.13.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 VS Code](https://docs.open-metadata.org/v1.13.x/how-to-guides/mcp/vscode.md): Connect your OpenMetadata MCP Server to Visual Studio Code for AI-powered metadata exploration.

### Admin Guide

#### Admin Guide

- [Admin Guide | OpenMetadata Administration Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide.md): Browse all administrative how-to guides for onboarding, team management, and policy creation.
- [How to Ingest Metadata | Official Documentation](https://docs.open-metadata.org/v1.13.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.
- [How to Delete a Service Connection | Official Documentation](https://docs.open-metadata.org/v1.13.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 Run Ingestion Pipeline Via CLI with Basic Auth](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/cli-ingestion-with-basic-auth.md)
- [How to Change the Login Page & Nav Bar Logo and Favicon](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/how-to-add-custom-logo.md)
- [Reindexing Search](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/reindexing-search.md)
- [Search Configuration Settings for Relevance, Ranking, and Field Boosting](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/search-configuration-settings.md): Detailed guide on customizing search relevance and behavior across OpenMetadata, including global rules, term boosting, field weighting, and asset-specific configurations.
- [Data Asset Rules](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/data-asset-rules.md): Enable or disable the instance-wide validation rules that data assets must satisfy, including built-in domain, data product, and ownership rules.
- [Resolving Data Insights and KPI Display Issues in OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/data-insights.md)
- [Learning Resources](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/learning-resources.md): Add, organize, and manage in-product learning content — videos and Storylane tours — that surface contextually across OpenMetadata.
- [Permission Debugger | Analyze and Troubleshoot User Access](https://docs.open-metadata.org/v1.13.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.

##### Manage Teams and Users

- [Team Structure in OpenMetadata | Official Documentation](https://docs.open-metadata.org/v1.13.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.
- [How to Add a Team | OpenMetadata Admin Guide](https://docs.open-metadata.org/v1.13.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 Invite Users to OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [How to Add Users to Teams](https://docs.open-metadata.org/v1.13.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/v1.13.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.

##### Advanced Guide for Roles and Policies

- [Advanced Guide for Roles and Policies](https://docs.open-metadata.org/v1.13.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/v1.13.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.
- [Resource Scope and Operations Reference](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/roles-policies/resource-scope.md): A quick-reference guide to resource categories and common operations in OpenMetadata. Use this when designing rules and policies.
- [Use Cases: Roles and Policies](https://docs.open-metadata.org/v1.13.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.

##### Persona and Landing Page Customization

- [Persona and Landing Page Customization in OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/persona-landing-page-customization.md)
- [Customizable Landing Page with Pluggable Panels](https://docs.open-metadata.org/v1.13.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/v1.13.x/how-to-guides/admin-guide/persona-landing-page-customization/defining-persona.md)

##### Audit Logs

- [Audit Logs | Collate Admin Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/admin-guide/audit-logs.md): Track and monitor user actions, entity updates, and platform activities with comprehensive audit logs for governance and compliance

### Guide for Data Users

#### Guide for Data Users

- [Guide for Data Users | OpenMetadata User Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/guide-for-data-users.md): Browse user-focused how-to guides covering tags, glossary, descriptions, and asset tracking.
- [Understanding the Basics of OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [Overview of Data Assets | Official Documentation](https://docs.open-metadata.org/v1.13.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 Add Description using Markdown](https://docs.open-metadata.org/v1.13.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 Request for Description](https://docs.open-metadata.org/v1.13.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 Assign or Change Data Ownership](https://docs.open-metadata.org/v1.13.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 Follow a Data Asset | Official Documentation](https://docs.open-metadata.org/v1.13.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 Tags | OpenMetadata User Tagging Guide](https://docs.open-metadata.org/v1.13.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 Request for Tags | Official Documentation](https://docs.open-metadata.org/v1.13.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 Create a Personal Access Token | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/guide-for-data-users/personal-access-token.md): Create personal access tokens to authenticate API requests to OpenMetadata.
- [How to Add Glossary Terms | Official Documentation](https://docs.open-metadata.org/v1.13.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 Custom Property for a Data Asset](https://docs.open-metadata.org/v1.13.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.
- [How to Customize OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/guide-for-data-users/theme.md)
- [Overview of Announcements | Official Documentation](https://docs.open-metadata.org/v1.13.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.
- [How to Create an Announcement | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/guide-for-data-users/add-announcement.md): Add announcements to communicate asset changes, certifications, deprecations, or important usage guidelines.
- [Data Asset Versioning | OpenMetadata Version Control Guide](https://docs.open-metadata.org/v1.13.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.
- [How to Delete a Data Asset | Official Documentation](https://docs.open-metadata.org/v1.13.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.
- [OpenMetadata Chrome Extension | Official Documentation](https://docs.open-metadata.org/v1.13.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.

### Data Discovery

#### Data Discovery

- [Data Discovery | OpenMetadata How-To Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-discovery.md): Step-by-step guidance for data discovery using OpenMetadata. Learn key actions, features, and best practices.
- [How to Discover Assets of Interest](https://docs.open-metadata.org/v1.13.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.
- [Guide to Searching Data Using Hierarchical View](https://docs.open-metadata.org/v1.13.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.
- [Get a Quick Glance of the Data Assets](https://docs.open-metadata.org/v1.13.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.
- [Detailed View of the Data Assets](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-discovery/details.md): Dive into dataset details including lineage, profiling, ownership, and glossary context for complete understanding.
- [Using Advanced Search](https://docs.open-metadata.org/v1.13.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/v1.13.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.
- [Bulk Import Data Assets via CSV in OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [Bulk Export Data Assets via CSV in OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [Troubleshooting for Import-Export issue](https://docs.open-metadata.org/v1.13.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.
- [Managing and Editing Table Constraint in OpenMetadata](https://docs.open-metadata.org/v1.13.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.

### Data Contracts

#### Data Contracts

- [Data Contracts | OpenMetadata Data Contracts](https://docs.open-metadata.org/v1.13.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/v1.13.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/v1.13.x/how-to-guides/data-contracts/spec.md): Create open-source data contracts directly in the OpenMetadata UI

### Data Collaboration

#### Data Collaboration

- [Data Collaboration | OpenMetadata Collaboration Features](https://docs.open-metadata.org/v1.13.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/v1.13.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.
- [Conversation Threads | OpenMetadata Collaboration Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-collaboration/conversation.md): Participate in conversations directly on data assets to resolve questions, clarify context, or suggest updates.
- [Create Tasks | OpenMetadata Collaboration Workflow](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-collaboration/tasks.md): Manage data collaboration tasks directly within the platform to assign ownership, review status, and track activity.
- [Request for Description | Official Documentation](https://docs.open-metadata.org/v1.13.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/v1.13.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.
- [Overview of Announcements | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-collaboration/announcements.md): Post platform-wide announcements to share important data updates, outages, or governance messages with teams.
- [How to Create an Announcement](https://docs.open-metadata.org/v1.13.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.

### Data Quality and Observability

#### Data Quality and Observability

- [Data Quality Observability Guide | Official Documentation](https://docs.open-metadata.org/v1.13.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.

##### Data Quality

- [Data Quality | OpenMetadata Quality Management Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality.md): Ensure observability through alerts, test results, and profiler signals for better data quality.
- [Configure Data Quality | Official Documentation](https://docs.open-metadata.org/v1.13.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.
- [Tests - YAML Config | OpenMetadata Quality Config Guide](https://docs.open-metadata.org/v1.13.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.
- [Column Tests - YAML Config | OpenMetadata Quality Config Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/tests-yaml-column-tests.md): Configure column-level data quality tests in YAML to validate uniqueness, null values, regex patterns, value sets, and statistical properties.
- [Dimensional Validation | Data Quality Testing by Dimension](https://docs.open-metadata.org/v1.13.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.
- [Custom Tests | OpenMetadata Quality Testing Guide](https://docs.open-metadata.org/v1.13.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.
- [Test Library | Custom SQL-Based Data Quality Tests](https://docs.open-metadata.org/v1.13.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

- [Tests - UI Config | OpenMetadata Quality Config Guide](https://docs.open-metadata.org/v1.13.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.
- [Column Tests - UI Config | OpenMetadata Quality Config Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/tests-ui/column-tests.md): Configure column-level data quality tests in the OpenMetadata UI — uniqueness, nullness, regex, ranges, and more.

###### Data Quality as Code

- [Data Quality as Code](https://docs.open-metadata.org/v1.13.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
- [Getting Started with Data Quality as Code](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/getting-started.md): Install the OpenMetadata Python SDK and configure authentication
- [DataFrame Validation](https://docs.open-metadata.org/v1.13.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
- [DataFrame Chunk-Based Validation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/dataframe-validation-chunking.md): Validate large pandas DataFrames in memory-efficient chunks using OpenMetadata data quality tests with transactional safety.
- [Advanced Usage](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/advanced-usage.md): Advanced patterns and configurations for Data Quality as Code
- [Publishing Results & Best Practices](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/publishing-and-best-practices.md): Publish data quality results to OpenMetadata, implement error handling, generate tests dynamically, and apply best practices for production workflows.

###### Test Runner

- [TestRunner - Running Table-Level Tests](https://docs.open-metadata.org/v1.13.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
- [External Secrets Managers | TestRunner](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/test-runner/external-secrets.md): Configure external secrets managers (AWS, Azure, GCP) for the TestRunner API when your OpenMetadata instance uses an external secrets manager.

###### Test Definitions

- [Test Definitions Reference](https://docs.open-metadata.org/v1.13.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
- [Column-Level Test Definitions Reference](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/data-quality-as-code/test-definitions/column-tests.md): Complete reference for all column-level data quality test types available in the OpenMetadata Python SDK

###### Bulk Import, Export, and Edit Test Cases

- [Bulk Import, Export, and Edit Test Cases](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/import-export-test-cases.md): Overview of bulk importing, exporting, and editing data quality test cases in OpenMetadata using CSV files.
- [Bulk Import Test Cases](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/import-export-test-cases/import.md): Learn to bulk import data quality test cases in OpenMetadata using CSV files, at the table, test suite, or platform-wide scope.
- [Bulk Export Test Cases](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/import-export-test-cases/export.md): Learn to bulk export data quality test cases in OpenMetadata as CSV files, at the table, test suite, or platform-wide scope.
- [Bulk Edit Test Cases](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/import-export-test-cases/edit.md): Learn to bulk edit multiple data quality test cases at once in OpenMetadata using an inline spreadsheet grid, at the table, test suite, or platform-wide scope.

##### Data Profiler

- [Data Profiler | OpenMetadata Data Profiling Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/profiler.md): Explore profiling workflows including histogram metrics, null counts, and field-level health.
- [Profiler Workflow | OpenMetadata Profiling Workflow](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/profiler/profiler-workflow.md): Use profiler workflows to extract row stats, distribution, null percentages, and data health.
- [Metrics | OpenMetadata Profiler Metrics Guide](https://docs.open-metadata.org/v1.13.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.
- [Custom Metrics](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/profiler/custom-metrics.md)
- [External Profiler Workflow | Official Documentation](https://docs.open-metadata.org/v1.13.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.

##### Alerts & Notifications

- [Alerts & Notifications | OpenMetadata Guide](https://docs.open-metadata.org/v1.13.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/v1.13.x/how-to-guides/data-quality-observability/alerts-notifications/data-observability-alerts.md): Configure alerts for data quality failures, schema changes, and pipeline issues.
- [System & Governance Notifications | OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/alerts-notifications/system-governance-notifications.md): Configure notifications for metadata changes, governance events, and collaboration activities.
- [Email Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/alerts-notifications/email-alerts-configuration.md): Configure email as an alert destination in OpenMetadata.
- [Slack Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/alerts-notifications/slack-alerts-configuration.md): Configure Slack as an alert destination in OpenMetadata.
- [Microsoft Teams Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/alerts-notifications/microsoft-teams-alerts-configuration.md): Configure Microsoft Teams as an alert destination in OpenMetadata.
- [Google Chat Alerts Configuration | OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/alerts-notifications/google-chat-alerts-configuration.md): Configure Google Chat as an alert destination in OpenMetadata.
- [Generic Webhook Alert Configuration | OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/alerts-notifications/generic-webhook-alerts-configuration.md): Configure generic webhooks as an alert destination in OpenMetadata.

##### Incident Manager

- [Incident Manager | OpenMetadata Data Quality Management](https://docs.open-metadata.org/v1.13.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/v1.13.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 Quality and Profiler

#### Data Quality and Profiler

##### Data Quality

- [Data Quality Tab | OpenMetadata Quality Interface](https://docs.open-metadata.org/v1.13.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/v1.13.x/how-to-guides/data-quality-observability/quality/test.md): Test ingestion rules using YAML-defined logic to enforce expectations across datasets and sources.

##### Data Profiler

- [Profiler Tab | OpenMetadata Data Profiling Interface](https://docs.open-metadata.org/v1.13.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 Observability

#### Data Quality Observability

##### Data Quality

- [Adding Test Cases to an Entity](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/adding-test-cases.md)
- [Adding test suites through the UI](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/adding-test-suites.md)
- [Adding Data Quality Test Cases from yaml config](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/test-cases-from-yaml-config.md)
- [How to Visualize Test Results](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-quality-observability/quality/visualize.md)

### Data Lineage

#### Data Lineage

- [Data Lineage | OpenMetadata Lineage How-To Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-lineage.md): Navigate core data lineage guides to understand column, table, and pipeline lineage configuration.
- [How to Deploy a Lineage Workflow](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-lineage/workflow.md): Build data lineage using workflows to extract upstream and downstream dependencies.
- [Cross Database Lineage](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-lineage/cross-database-lineage.md): Learn how OpenMetadata resolves lineage across multiple databases or projects without requiring cross-service access.
- [Explore the Lineage View | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-lineage/explore.md): Explore lineage diagrams interactively to understand how data flows between sources, transformations, and dashboards.
- [How Column-Level Lineage Works | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-lineage/column.md): View column-level lineage to trace transformations and dependencies for data quality, debugging, and impact analysis.
- [How to Manually Add or Edit Lineage](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-lineage/manual.md): Manually build lineage by defining upstream and downstream relationships between datasets and transformations.

### Data Insights

#### Data Insights

- [Data Insights | OpenMetadata Reporting & Insights](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-insights.md): Step-by-step guidance for data insights using OpenMetadata. Learn key actions, features, and best practices.
- [What is Tiering | OpenMetadata Data Tiering Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-insights/tiering.md): Tier datasets based on usage, freshness, and governance to guide discovery and prioritization.
- [Set Up Data Insights Ingestion | Official Documentation](https://docs.open-metadata.org/v1.13.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/v1.13.x/how-to-guides/data-insights/kpi.md): Track key KPIs and data quality signals for datasets, services, and domains through governance dashboards.
- [Run Elasticsearch Reindex using Airflow SDK](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-insights/elasticsearch-reindex.md)
- [Data Insights Report | OpenMetadata Reporting Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-insights/report.md): Generate data usage reports across domains, ownership, or profiling health to track data engagement.
- [Configure the Data Insights Report](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-insights/email-report.md): Set up email-based delivery of data insight reports for stakeholders and teams.
- [How to Transform the Data Culture of Your Company](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-insights/data-culture.md): Promote a data-driven culture with trust signals, ownership indicators, and contribution activity.
- [Service Insights Overview | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-insights/service-insights.md): Explore service-level insights including ownership, usage, and performance metrics from data assets.

### Data Marketplace

#### Data Marketplace

- [Domains & Data Products | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-marketplace.md): Manage domains and data products to establish ownership, scope, and data product lineage within your ecosystem.
- [Domains](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-marketplace/domains.md): Organize datasets into domains to group related data assets, assign responsibilities, and support distributed data ownership.
- [Data Products](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-marketplace/data-products.md): Define and manage data products as part of your governance strategy to track ownership, value, and metadata lineage efficiently.

### Data Governance

#### Data Governance

- [Data Governance | OpenMetadata Governance Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance.md): Step-by-step guidance for data governance using OpenMetadata. Learn key actions, features, and best practices.
- [Metrics for OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/metrics.md)
- [Column Bulk Operations for OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/column-bulk-operations.md)

##### Glossary

- [Glossary | OpenMetadata Data Glossary Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/glossary.md): Set up glossary terms and definitions to improve search, categorization, and shared understanding.
- [What is a Glossary Term | Official Documentation](https://docs.open-metadata.org/v1.13.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 Setup a Glossary | Official Documentation](https://docs.open-metadata.org/v1.13.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.
- [How to Create Glossary Terms | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/glossary/create-terms.md): Learn to create terms within glossary hierarchies and assign owners, reviewers, and asset relationships.
- [How to Bulk Import a Glossary](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/glossary/import.md): Import glossary terms in bulk using templates to streamline setup, migration, and cross-system integration.
- [Glossary Export | OpenMetadata Export Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/glossary/export.md): Export glossary terms in bulk for backup, migration, or sharing with stakeholders or external systems.
- [Glossary Approval Workflow | Official Documentation](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/glossary/approval.md): Approve glossary terms for publishing after peer review to maintain high-quality, validated business definitions.
- [Data Governance Glossary Troubleshooting | OpenMetadata Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/glossary/troubleshooting.md)
- [Glossary Styling | OpenMetadata Glossary Customization](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/glossary/styling.md): Style your glossary with custom headers, icons, and formats to reflect organizational tone and branding.
- [How to Add Assets to Glossary Terms](https://docs.open-metadata.org/v1.13.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/v1.13.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.

##### Classification

- [Classification | OpenMetadata Data Classification Guide](https://docs.open-metadata.org/v1.13.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.
- [Overview of Classification | Official Documentation](https://docs.open-metadata.org/v1.13.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 Classify Data Assets | Official Documentation](https://docs.open-metadata.org/v1.13.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.
- [How to Request for Classification Tags | Official Documentation](https://docs.open-metadata.org/v1.13.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/v1.13.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/v1.13.x/how-to-guides/data-governance/classification/tiers.md): Use tier-based classification to rank assets by quality, importance, and readiness for business consumption.
- [Best Practices for Classification | Official Documentation](https://docs.open-metadata.org/v1.13.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.

###### Auto-Classification Workflow

- [Auto-Classification in OpenMetadata](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/classification/auto-classification.md): Learn how OpenMetadata automatically detects and tags sensitive data like PII using column name scanning and NLP-based entity recognition.
- [Adding Auto Classification Workflow through UI](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/classification/auto-classification/workflow.md)
- [External Auto Classification Workflow](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/classification/auto-classification/external-workflow.md)
- [Auto Pii Tagging Guide | Official Documentation](https://docs.open-metadata.org/v1.13.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.

##### Ontology

- [Ontology Explorer | OpenMetadata Knowledge Graph Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/ontology/index.md): Visualize your Glossary as an interactive knowledge graph and explore the relationships between terms using the Ontology Explorer.
- [Manage Relation Types | OpenMetadata Ontology Explorer Guide](https://docs.open-metadata.org/v1.13.x/how-to-guides/data-governance/ontology/relationship-types.md): Configure the relationship types available between Glossary terms, including custom types with cardinality, RDF mapping, and color coding.

### Releases

#### Releases

- [Latest Release Notes | OpenMetadata](https://docs.open-metadata.org/v1.13.x/releases.md): Discover the latest OpenMetadata releases, new features, bug fixes, and updates. Stay current with release notes and upgrade information.

##### All Release Notes

- [1.13 Release | OpenMetadata](https://docs.open-metadata.org/v1.13.x/releases/1.13-release.md): Explore all OpenMetadata releases with detailed changelogs, new features, bug fixes, and upgrade guides. Stay updated with the latest versions and improvements.
- [1.12 Release | OpenMetadata](https://docs.open-metadata.org/v1.13.x/releases/1.12-release.md): OpenMetadata 1.12 release series changelog — new features, bug fixes, and upgrade guides for all 1.12.x versions.
- [1.11 Release | OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [1.10 Release | OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [1.9 Release | OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [1.8 Release | OpenMetadata](https://docs.open-metadata.org/v1.13.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.
- [Old Releases | OpenMetadata](https://docs.open-metadata.org/v1.13.x/releases/old-releases.md): OpenMetadata legacy release notes — changelogs and upgrade guides for versions 1.7.x and earlier.

### Developers

#### Developers

- [OpenMetadata Developers | Developer Resources Overview](https://docs.open-metadata.org/v1.13.x/developers.md): Learn how to build, extend, and contribute to the metadata platform using developer best practices and APIs.
- [Open Source Community | Official Documentation](https://docs.open-metadata.org/v1.13.x/developers/open-source-community.md): Explore how to contribute to the open-source community, including issues, pull requests, and collaboration.
- [How to Set Up Bots | OpenMetadata Developer Guide](https://docs.open-metadata.org/v1.13.x/developers/bots.md): Create and manage bots for task automation, data notifications, and metadata workflows.
- [How To Add Language Support | Official Documentation](https://docs.open-metadata.org/v1.13.x/developers/how-to-add-language-support.md): Add support for additional languages to extend platform accessibility and usability across global teams.
- [How to Add a Custom Property to an Entity with API](https://docs.open-metadata.org/v1.13.x/developers/custom-properties.md): Learn how to add custom metadata properties to an entity to extend its structure and capture new details.

##### Architecture

- [OpenMetadata System Architecture | Developer Guide](https://docs.open-metadata.org/v1.13.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/v1.13.x/developers/architecture/code-layout.md)

##### Contribute

- [How to Contribute Code | Open Source Contribution Guide](https://docs.open-metadata.org/v1.13.x/developers/contribute.md): Understand contribution guidelines for participating in the platform's development and submitting changes.
- [Development Environment Setup | Dev Containers for OpenMetadata](https://docs.open-metadata.org/v1.13.x/developers/contribute/development-environment-setup.md): Set up your OpenMetadata development environment using Dev Containers in VS Code, IntelliJ IDEA, or GitHub Codespaces.

###### Build the Code and Run Tests

- [Prerequisites | OpenMetadata Developer Setup Requirements](https://docs.open-metadata.org/v1.13.x/developers/contribute/build-code-and-run-tests/prerequisites.md): Complete prerequisite steps for contributing code including environment, dependencies, and access setup.
- [OpenMetadata Server | Developer Guide & Setup](https://docs.open-metadata.org/v1.13.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.
- [Ingestion Framework | OpenMetadata Developer Guide](https://docs.open-metadata.org/v1.13.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.
- [Generate TypeScript Types From JSON Schema](https://docs.open-metadata.org/v1.13.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.
- [OpenMetadata UI | Developer Guide & Setup](https://docs.open-metadata.org/v1.13.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/v1.13.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.

###### Codebase Deep Dives

- [Data Quality Module | Technical Architecture](https://docs.open-metadata.org/v1.13.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.
- [Profiler Module | Architecture & Metrics System](https://docs.open-metadata.org/v1.13.x/developers/contribute/codebase-deep-dives/profiler.md): Technical deep dive into the OpenMetadata profiler — metrics system, computation engine, and workflow architecture.
- [Profiler Module | Execution & Extension](https://docs.open-metadata.org/v1.13.x/developers/contribute/codebase-deep-dives/profiler-execution.md): Technical deep dive into the OpenMetadata profiler — execution call chain, threading model, metric filtering, ORM layer, and extension points.
- [Sampler Module | Technical Architecture](https://docs.open-metadata.org/v1.13.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.
- [Metadata Ingestion | Technical Architecture](https://docs.open-metadata.org/v1.13.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.
- [Usage Ingestion | Technical Architecture](https://docs.open-metadata.org/v1.13.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.

###### Lineage Ingestion

- [Lineage Ingestion | Technical Architecture](https://docs.open-metadata.org/v1.13.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.
- [Lineage Ingestion Advanced | Entity Resolution, Publishing & Configuration](https://docs.open-metadata.org/v1.13.x/developers/contribute/codebase-deep-dives/lineage-ingestion/advanced.md): Deep dive into entity resolution, cross-database lineage, stored procedures, parallel processing, and the full AddLineageRequest lifecycle.

###### Developing a New Connector

- [Developing a new Connector](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector.md)
- [Define the JSON Schema](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector/define-json-schema.md)
- [Develop the Ingestion Code](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector/develop-ingestion-code.md)
- [Performance & Memory Management](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector/performance-and-memory.md): Best practices for pagination, memory management, lookup optimization, and connection reuse in OpenMetadata ingestion connectors.
- [Apply UI Changes](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector/apply-ui-changes.md)
- [Create the Java ClassConverter](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector/create-java-class-converter.md)
- [Test It](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector/test-it.md)
- [Update the Documentation](https://docs.open-metadata.org/v1.13.x/developers/contribute/developing-a-new-connector/update-documentation.md)

###### AI-Assisted Development

- [AI-Assisted Connector Development](https://docs.open-metadata.org/v1.13.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
- [Install AI Skills](https://docs.open-metadata.org/v1.13.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/v1.13.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
- [Build a Connector with AI](https://docs.open-metadata.org/v1.13.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
