I use Elmer's glue. It works great and if there is any overage just take a wet rag and wipe it off.
I would also expect that if you removed the label at a later date it would be easy by just wetting the label and the glue would loosen up.
I have never had a label come loose after using it. Plus you can find it everywhere

Mike Proctor