Github user sryza commented on a diff in the pull request:

    https://github.com/apache/spark/pull/5074#discussion_r26790878
  
    --- Diff: docs/programming-guide.md ---
    @@ -1086,6 +1086,29 @@ for details.
     </tr>
     </table>
     
    +### Shuffle operations
    +
    +Certain operations within Spark trigger an operation known as the shuffle. 
The shuffle is Spark's mechanism for re-distributing data so that is grouped 
differently across partitions. This typically involves re-arranging and copying 
data across executors and machines, making shuffle a complex and costly 
operation. 
    --- End diff --
    
    I would replace uses of "operation" that don't refer to actions or 
transformations to avoid confusion.


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