imback82 commented on pull request #28123:
URL: https://github.com/apache/spark/pull/28123#issuecomment-643047878


   Here are some numbers when I joined two tables (store_sales from TPC-DS - 
100 SF) and did `count` on it. It's run on 8 executors (8 cores each) and 
generates about 47GB of shuffle.
   
   Bucket Size #1 | Bucket Size #2 | Coalesce On (ms) | Coalesce Off (ms) | 
Gain (%)
   -- | -- | -- | -- | --
   512 | 256 | 40495 | 48435 | 16.39310416
   512 | 128 | 42459 | 49597 | 14.39199952
   512 | 64 | 45760 | 48888 | 6.398298151
   256 | 128 | 41241 | 49034 | 15.8930538
   256 | 64 | 42902 | 51063 | 15.98221804
   128 | 64 | 44131 | 53192 | 17.03451647
   
   There is a modest 15% gain (for ratio up to 4), WDYT?


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