How to get labels off jars and bottles: 14 easy ways 3. Hot oil method. The area to be removed is coated with hot oil and the adhesive that has already peeled off is wiped off with a cloth. 4. Soda-oil mixture. A soda-oil mixture also works very well. Process the same amount of baking soda (baking soda works too) and vegetable oil into a pulp.