Source-available architectures can leverage various data governance tools to ensure compliance, security, and data quality.
Data lineage and cataloging:
- Apache Atlas for comprehensive metadata management and data lineage tracking
- Amundsen for data catalog and metadata management with strong community support
- OpenLineage for standardized lineage tracking across different data processing systems
Data quality and testing:
- Great Expectations for defining, testing, and documenting data quality expectations
- dbt's built-in data quality testing and documentation capabilities
- Custom data validation frameworks that integrate with your source-available stack
Access control and security:
- Apache Ranger for comprehensive access control and data lineage management
- Integration with cloud-native security tools for authentication and authorization
- Custom RBAC implementations that align with your organizational security policies
Snowplow integration:
- Leverage dbt's built-in data lineage features for monitoring Snowplow data transformations
- Implement data catalogs that document Snowplow event schemas and business context
- Use governance tools to ensure compliance with privacy regulations and data handling policies