Sometimes a label simply peels off. Other times it might need a head start with
the edge of a knife. Be very careful, you don't want to lose any fingers! You might
even consider soaking a bottle overnight.
It might even be necessary to use the side of a razor blade to scrape labels
that seem uncooperative.