In this review, we aim to provide a comprehensive overview of the emerging understanding of GDF15 in cardiovascular and metabolic diseases, highlighting its mechanistic and biological regulation, clinical implications, and therapeutic potential. The gene discussed is GDF15; the disease is Other metabolic disease.