I've ran two hackathons, and I keep turning back to bottle.py + mongodb on Heroku. It's the fastest to spin up and modify by a long stretch.
Give MongoDB as much gruff as you want for whatever reason you're predisposed to hate on it, but it's IDEAL for a hackathon where you just want to get stuff done.