7 Ways to Remove Labels from Wine Bottles (Wet and Dry Methods) It is the best method for removing labels on FULL wine bottles that does not affect the wine quality. Here are the directions Soak the wine bottle in warm water with 5-10 tablespoons of baking soda for 30 minutes. After 30 minutes, the label will likely float on water. If not, remove the bottle and peel or wipe it off with a rag.