Could you share the evidence you have for this scenario? Which Kafka version?
I would first identify the partition leader placing. Before Kafka 2.4 all produce and consume requests were against the leader. So if by any chance your leaders got located to the same broker, then this broker would have significantly more load. On the other hand in Kafka you should expect your clients to keep connections open to all the brokers. Piotr
