I use a vinyl tablecloth for painting. I keep one just for paint to spatter on and then Lysol wipe it off, dry it and fold it up again for next time.
I do the same thing on the table during craft time too.

I make sure our crafts are done in the kitchenette where there is tile floor too so I can easily mop up accidents.