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There are no known compatibility issues from the client perspective. But there is a functional change that may impact current behavior of producers, if/when you decide to update the client's libs as well. For messages with no key presented, the default partitioner in Kafka 3.3 has been changed, and it is not round-robin. Again, this is not a change on Kafka brokers, it's a change in client libs.
Also, I would recommend to run upgrade Kafka version API during off-peak window, making sure you don't have another maintenance scheduled, and having about 2 hours for the operation to complete.
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Thank you for the response - so basically, I just click the button and it should work with no downtime?