It's a shame that even with AWS you don't get server scaling happening in a smooth way. In a recent interview with one of Amazon's Lumberjack team, even if you're using their own engine you still have to have at least some element of manual scaling.
Edit: a shame in that that aught to be one of the benefits of a cloud based solution. I've no idea how AWS compare in this regard vs other providers.