Kafka's Exactly-Once Semantics: What It Covers and What It Doesn't

Kafka's exactly-once semantics (EOS) guarantee idempotent delivery within the cluster, but not beyond it. A common mistake is assuming EOS prevents duplicates in external systems like databases, leading to production incidents. True end-to-end safety requires idempotent consumers or transactional outbox patterns.