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Kafka and RabbitMQ serve different purposes in distributed systems. Kafka excels in high-throughput stream processing and fan-out messaging, while RabbitMQ is designed for traditional message queuing with complex routing and acknowledgment. Choosing the right system depends on the use case, such as real-time data analysis or long-running tasks.