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

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Posted on Mon May 25 2026 | 6:30 pm

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.

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