A groundbreaking machine learning study of over 37,000 patients identifies four distinct GDM phenotypic clusters. These findings demonstrate that early-diagnosed, high-comorbidity phenotypes carry a four-fold increased risk of postpartum diabetes, signaling a need for personalized clinical management in obstetric care.