Use whenever Kafka producers or consumers need tests, in KafkaJS, kafka-go or Spring Kafka: a real broker via Testcontainers, offset commits, consumer-group rebalances, at-least-once vs exactly-once transactions, idempotent producers and dead-letter topics.