How to Remove Beer Bottle Labels | American Homebrewers ... A small bucket and sprinkle of OxiClean made easy work of removing the labels and cleaning the bottles. 3. Remove Labels After the soaking period, it's time to get those labels off. Many of the labels should slide right off, but some might require a few scrubs from an abrasive sponge to remove any leftover glue residue.