Working with Apache Kafka often gives a false sense of simplicity. Producing events is easy. Consuming them correctly-under failure, scale, and real-world constraints is where most systems break down.

Kafka does not guarantee correctness by itself. It gives you primitives like offsets, partitions, and consumer groups. The guarantees you get...