J.G.
I use a leather cleaner every few weeks, or whenever I see muck.
You won't regret going with the leather. It really is the easiest with little ones!
But yes, you could just wipe it with a damp cloth. I do think you'll want to condition it occasionally, though, as leather will dry out and get crumbly, especially if not expensive leather.