This narrative review synthesizes preclinical evidence on the molecular and cellular mechanisms regulating brown and beige adipocyte thermogenesis, covering transcription factors, epigenetic regulators, metabolites, non-coding RNAs, and inter-organ crosstalk. The central conclusion is that activating brown adipocytes or inducing beige adipocytes to increase energy expenditure represents a potential therapeutic strategy for obesity and type 2 diabetes.