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I'm a bit confused. The more i read the doc, the more i feel it look Just Another Queue system. I don't really see the difference between Kafka and let's say RabbitMQ, Celery or also statsd...

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There are differences, the biggest of which is throughput. Kafka can handle incredible load. The messaging semantics are also a bit different. Here's a pretty good comparison:

http://www.quora.com/RabbitMQ-vs-Kafka-which-one-for-durable...

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