Why Schema Evolution Leaves Your Kafka Messages Permanently Stuck

When you deploy a schema change to Kafka, messages already sitting in your Dead Letter Queue become unrecoverable because Schema Registry only validates new data—not historical messages. This exposes a critical gap: no standard tool exists to safely transform stuck messages, forcing engineers to build one-off solutions during production crises at the worst possible times.