How to Remove Bottle Labels: The Easiest Options In 2022 Soak your bottles for 30 minutes and start peeling. Baking Soda Using baking soda with water can purportedly remove labels in as little as 30 minutes of soaking. While I can't personally attest to its effectiveness, there are many that swear by it. Use a ratio of 1 cup of baking soda to 2 gallons of water. This method is quick and effective.