Shekharrajak commented on issue #18439:
URL: https://github.com/apache/druid/issues/18439#issuecomment-4289388215

   After working on couple of benchmarks, I realised there is overahead in 
kafka broker side for share group due to
   
   - All consumers **share the same partition** concurrently
   - Broker manages per-batch state tracking, locking, and acknowledgment
   - Prevents double-delivery via batch-level locks
   - Serializes access when multiple consumers compete for the same partition
   
   but still get better results because we can scale number of tasks using lag 
metrics.
   
   Traditional Kafka is doing good if records are  evenly distributed in 
partitions, throughput and overall latency. 


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