I've been thinking about this for a long time too. One of the questions Im sure other people in a similar boat would ask is: which programming language?
One that kept popping up often in my search was "Python." Consensus was that it was pretty user friendly. Plus, the guys at Dropbox built their application with it...if it's good enough for them, it's good enough for me. I say, just pick one and get started.