How To Remove Labels & Sticker Residue The easiest way to remove labels from glass is to soak your object in water, no dish soap necessary. This works especially well for wine/beer/water bottles, picture frame glass, food/jam jars, and more. Surface 2: Metal & Tin. With textured or shiny surfaces, soaking your sticker or label under a wet rag will be your best bet.