There are a variety of acids that can be beneficial for oily skin, including glycolic acid, lactic acid, and salicylic acid. Glycolic acid helps to exfoliate the skin and remove excess oil. Lactic acid is an alpha hydroxy acid that helps to hydrate the skin and reduce sebum production.