This review aims to summarize the general overview of thermogenic fat, especially including the UCP1-independent adaptive thermogenesis and the emerging mechanisms of “beiging”, which may provide more evidence of targeting thermogenic fat to counteract obesity and other metabolic disorders in humans. Here, UCP1 is linked to Other metabolic disease.