Dandandan commented on issue #12454:
URL: https://github.com/apache/datafusion/issues/12454#issuecomment-2351046713

   > If there 1 huge table and another one is small, in this case the 
`broadcastJoin/mapJoin` works best. in distributed env(which is not DF) the big 
table repartitioned across nodes(every node can be DF), then small table copied 
to every node and usual hash join happens. The final result needs to be merged 
from nodes to the stream.
   
   This unfortunately is a bug that is present in Ballista as well, for left 
and full outer joins (every join type that produces rows for unmatched left 
side rows), a plain broadcast join won't work when planned on multiple nodes, I 
will file an issue on Ballista repo as well. Sharing the bitmap (to one node) 
has the least overhead, every other solution will require moving the full 
output to one node, so depends more on the join output size.
   
   FYI @andygrove


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