Github user ScrapCodes commented on the issue:

    https://github.com/apache/spark/pull/15962
  
    You are right @marmbrus , I am sorry for not actually doing the proper 
comparison.
    
     Only after seeing the code I realized, we use `consumer.poll(0)` not for 
pulling records but to update consumer about the newly available offsets. And 
during my run, something else improved my throughput and not this property.


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