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Automated Schema Evolution in Pinterest's Next-Generation DB Ingestion Framework

·2026.06.25 03:01

Key point

Pinterest built a next-generation DB Ingestion Framework that automatically handles schema changes to improve the efficiency of its data pipelines.

Details

Pinterest introduced a next-generation DB Ingestion Framework to solve the Schema Evolution problem that arises during data pipeline operations. The existing approach required manually updating pipelines every time the source data's schema changed, creating both hassle and operational risk.

The new framework provides Automated Schema Evolution functionality that detects changes in data sources and automatically propagates them to Downstream systems. This minimizes data engineer intervention and maximizes the availability of data pipelines.

Key features include:

  • Real-time detection of schema changes in the source DB
  • Automatic updates to the target table's structure based on the changed schema
  • Prevention of data loss and pipeline outages that could occur during schema changes

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