Yes, they do peel!
These are the best self-adhesive labels I've used so far. They do peel off. They are printed on heavy stock (I'm not sure what the material is). You can peel them by hand pretty easily but they stay put while on the bottle. They are great and at just over a quarter a piece, very affordable.
Reviewed by: Steve