So far, I have found 90%+ of the labels I've encountered come off easily with a 24-48 soak in tap water & dishsoap, the vast majority literally just fall off when removed from the water. The exceptions seem to be Ohio Brewing Co. bottles, and Duchutes bottles, both of which leave a SLIGHT glue...