Operating Streams: Backpressure and Replay
Lag, replay, and upgrades are where stateful streaming jobs usually fail. Work through the arithmetic and the procedures that keep restarts and rollouts safe.
Lag, replay, and upgrades are where stateful streaming jobs usually fail. Work through the arithmetic and the procedures that keep restarts and rollouts safe.
A checkpoint restores a job’s state, not the outside world. Trace restart, sink commits, and crash points to see where exactly-once ends.
A watermark is an estimate, not a fact. See how the delay you choose trades result latency against dropped or revised records, and what it costs in state.