I'm an art teacher and childminder working from home so I am forever cleaning paint off things! All I can say is I wouldn't stress about the surfaces, if its watercolour it will come off, its great that you are giving art and crafts time from an early age, don't worry about the concentration span, even two minutes will do, its just the experience is so good for them.
x Dee