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 depend entirely on how you design your consumer. This art