~/talk

Jump start large window computations with Hybrid Source

Talkat Flink Forward Global 2021 · 2021-10-18..10-27· [data-engineering]
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Bootstrapping large-window state by replaying weeks of data is solved by reading historical files from Iceberg + Kafka then switching to live Kafka without job restarts. The implementation uses Flink Source Framework (FLIP-27) and the Hybrid Source (FLIP-150) in Flink 1.14, supports timestamp-based deferred construction, preserves record type across sources, achieves high backfill throughput then drops to steady live rates, and removes manual switch logic and operational restarts.

AI-written summary · about

  1. 0:00Why bootstrapping state
  2. 5:41Multiple sources, one stream
  3. 10:42Flink source framework
  4. 13:55Hybrid Source
  5. 22:37Table partitioning
  6. 26:56Summary
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