It's good to see a Redshift evaluation. I'm wondering how does Redshift compare to hadoop airbnb setup when taking data loading and transformation into consideration as well as running aggregate queries? I mean if you want to run analysis fairly often, do you need to reload everything in Redshift? From maintenance point of view, is Hadoop setup more flexible and cheaper than Redshift?