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  • Article: The Schema Proliferation Problem in Kafka and Flink Pipelines: How to Solve It Spoorthi Basu
    Schema proliferation builds slowly and gets expensive fast. One schema per event type feels right until there are ten tables, union queries spanning all of them, and a single field rename touching every schema. Discriminator-based schema consolidation collapses that to two tables, turning multi-table unions into a single query, while new variants are additive and don't break existing consumers. By Spoorthi Basu
     

Article: The Schema Proliferation Problem in Kafka and Flink Pipelines: How to Solve It

25 May 2026 at 21:00

Schema proliferation builds slowly and gets expensive fast. One schema per event type feels right until there are ten tables, union queries spanning all of them, and a single field rename touching every schema. Discriminator-based schema consolidation collapses that to two tables, turning multi-table unions into a single query, while new variants are additive and don't break existing consumers.

By Spoorthi Basu
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