I have a stack i'm working on now.....i haven't had any trouble removing the paper....but if you do, a little dab of water on a cotton ball will make it come right off.
Also...make sure you buy "adding machine tape" not "cash register tape"....they aren't the same.
WARNING........this scrappy busting method can become really addictive !!!
