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Why We Ditched Flink Table API Joins: Cutting State by 75% with DataStream Unions

calendar_today March 4, 2026 person Maryna Kryvko domain zalando

The beauty of a high-level abstraction is that it lets you focus on the “what” rather than the “how.” In the world of Apache Flink, the Table API is a powerful tool that abstracts away the complexities of stream processing, allowing developers to write SQL-like queries on streaming data. However, as we discovered in our journey with Flink, there are scenarios where the Table API’s abstraction can be too heavy.

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