MLA-C01 Data preparation for ML

A warehouse stores a very large sales fact table that is repeatedly joined to smaller dimension tables on customer_id. Which distribution style reduces network traffic during those joins?

Show answer and explanation

Answer: B

With KEY distribution, rows hashing to the same value of customer_id land on the same slice. If the dimension table is distributed or replicated on the same key, the join is co-located and each node works on its local rows, so nothing has to be broadcast or reshuffled. ALL suits small dimensions because it copies them everywhere, which is wasteful for a large fact table. EVEN spreads rows evenly for load balance but forces redistribution during key joins.

Why the other options are wrong

  • A. ALL copies the entire table to every node, multiplying storage and load time; it is intended for small dimension tables.
  • C. EVEN gives balanced storage but ignores join keys, so the engine must move rows across nodes to complete the join.
  • D. Omitting distribution and sort keys leaves the optimiser without co-location or zone-map benefits, so scans and joins read more blocks.

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Reviewed November 2026. Spotted a problem with this question? Report it from the practice tool.