Exactly-Once Semantics in Structured Streaming.

Exactly-once is achieved via replayable sources, idempotent sinks, and stateful checkpoints.

Spark records the offset range processed in a checkpoint. If it crashes, it restarts from the last committed offset. If the sink is idempotent (like a file system or Delta Lake), re-writing the same data won't cause duplicates.