How To Remove Bottle Labels Intact - Thirsty Bastards Start on the right), use the razor to get underneath the edge of the label. It should slide right under like butter. Hold the razor at as acute an angle as possible. That is, if you imagine the surface being flat, hold it nearly flat against it. 10-15 degree angle. Lift the entire edge away, using only the razor.