← Back to Data Science

All Topics

Advertisement

Learn/Data Science/Data Engineering

Data Lineage

Topic: Lineage

Advertisement

Tracking Data Flow

Data lineage shows data journey.

Why It Matters

Debugging: where did bad data come from? Impact analysis: what breaks if we change? Compliance: audit trail.

Components

Sources: where data originates. Transformations: how data changes. Dependencies: what depends on what.

Tools

Apache Atlas, DataHub, Amundsen. OpenLineage standard. Cloud-native: Dataform, dbt.

Key Takeaways

  1. Lineage enables debugging and impact analysis
  2. Track sources, transformations, dependencies
  3. OpenLineage provides standard format

Advertisement

Advertisement

Need More Practice?

Get personalized data science help from ChatWhole's AI-powered platform.

Get Expert Help →