You can serve queries over your RDD data yes, and return results to the
user/client as long as your driver is alive. 

For example, I have built a play! application that acts as a driver
(creating a spark context), loads up data from my database, organize it and
subsequently receive and process user queries over http. As long as my play!
application is running, my spark application is kept alive within the
cluster. 

You can also have a look at this from ooyala:
https://github.com/ooyala/spark-jobserver



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