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MongoDB (and SQL dbs) does ad-hoc queries quite well as long as your data fits on a single machine.

Cassandra does ad-hoc queries quite well if you're willing to use mapreduce.

If you have a smaller number of frequently done queries and are willing to use MR for the others maybe that is a happy place for you.




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