Apache Atlas

About Apache Atlas

Scalable and extensible set of core foundational governance services for Hadoop ecosystem and enterprise data. Enables organizations to effectively meet compliance requirements with metadata management, data classification, and lineage tracking. Integrates with Python through REST APIs for governance automation.

Key Features

• 1Metadata management with a type system for custom entity definitions
• 2Automated data lineage tracking across Hive, Spark, Sqoop, and Kafka
• 3Tag-based data classification for PII and sensitive data governance
• 4REST API for programmatic metadata querying and entity management
• 5Integration with Apache Ranger for policy-based access control

How Python Data Engineers Use Apache Atlas

Python data engineers integrate with Apache Atlas via its REST API to register custom data assets, query lineage graphs, and enforce data classification policies. Post-ingestion scripts tag newly created tables with PII labels, and lineage queries trace how specific columns flow from source systems through transformations to the final warehouse tables.