avantgardnerio commented on PR #2106:
URL: 
https://github.com/apache/datafusion-ballista/pull/2106#issuecomment-5025108070

   > very high number of output partitions (hundreds/thousands).
   
   Let's say there's a company with a 250 node cluster, each with 32 vcores. 
Currently, with `paritions_per_task = 32`, that would create 8000 sort shuffle 
output files. Stage N+1 would need to read a small chunk of all 8000 files. 
Compare that with Hash partitioning, which would output 250 files. I believe 
this table is correct:
   
   <img width="1013" height="672" alt="image" 
src="https://github.com/user-attachments/assets/ab8ae9ed-6de7-4f97-8a6f-f1ff081fbe8d";
 />
   
   


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