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Flink

Flink

Real-Time Deduplication in Flink: State, Redis, or Bitmap?

Compare deduplication scope, recovery semantics, capacity, and the failure windows hidden inside three common approaches.

Lynn Lee · Compiled 2026-11-07
Flink

Upgrading Flink Jobs: Turn Parallel Runs and Diffs into Evidence

Separate state compatibility, result correctness, and performance regressions to make streaming migrations diagnosable and reversible.

Lynn Lee · Compiled 2026-11-07
Flink

Debugging Flink Backpressure and Checkpoints: Locate the Slow Stage First

Use a source-to-sink pipeline to distinguish downstream bottlenecks, data skew, state I/O, and barrier-alignment delays.

Lynn Lee · Compiled 2026-11-07
Earlier notes · 2023

GeoMesa and HBase — archived entry

This page preserves the original URL of an early notebook entry. Continue with the engineering series for the current articles.

Lynn Lee · Published 2023-05-17
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