HbA1c variability and body composition independently predicted cardiovascular outcomes in patients with T2DM. Higher HbA1c variability increased CVD risk by 70%, while higher appendicular muscle mass reduced risk by 25%, and higher total fat percentage increased risk by 10%. Incorporating these parameters into risk stratification models could enhance cardiovascular risk prediction and guide preventive strategies for diabetes management.