Recent studies unveiled crucial environmental and lifestyle contributors to metabolic health. Research correlated prenatal chemical and psychosocial exposures with increased gestational diabetes mellitus (GDM) risk. Additionally, a longitudinal twin study elucidated how smoking cessation and physical activity paradoxically influence waist circumference changes over ten years. These findings emphasize the intricate interplay of external and behavioral factors impacting chronic disease risk and pregnancy outcomes.