vibhatha opened a new pull request, #36539:
URL: https://github.com/apache/arrow/pull/36539

   ### Rationale for this change
   
   The change is bases on a user filed 
[issue](https://github.com/apache/arrow/issues/36187). This would provide a 
readable error message. 
   
   ### What changes are included in this PR?
   
   Did modification to `hash_join_node.cc` to include field name to the already 
provided error message.
   Added python tests to validate the response. 
   
   ### Are these changes tested?
   
   A test case has been added to Python under `test_table.py`
   
   ### Are there any user-facing changes?
   
   No, just a clear error message is provided. 


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