OLAP directly upon most of the noSQL databases is not possible, but from what I researched it's actually possible in HBase, so I was wondering what features does HBase have in particular that distinguishes it from the others allowing us to do this.
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You will have to write lots of data processing logic in your application layer to accomplish this. Hbase is a Data store not a DBMS. So yes as long as the data goes in, you can get it out and process it in your application layer however you want.
If this proves inconvenient for you and a nosql platform that supports SQL for OLAP is desirable, you could try Amisa Server

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