For larger scale systems, the Kafka resource limits may need to be increased. See Increase Pod Resource Limits for details on how to increase limits.
Increase Kafka Resource Limits Example
For a 1500 compute node system, increasing the cpu count to 6 and memory limits to 128G should be adequate.