This preclinical study investigated the antiobesity effects of Mallotus furetianus extract (MFE) in obesity model mice and 3T3-L1 preadipocytes. The central finding is that MFE suppresses adipocyte differentiation by reducing the protein levels of the transcription factor C/EBPβ through posttranslational modifications, thereby inhibiting the downstream expression of PPARγ and C/EBPα and reducing triglyceride synthesis.