In subgroup analyses based on gender, age, BMI, eGFR, CRP, and medical history of cardiovascular disease and cancer, we observed that the ideal circadian exercise trajectory pattern consistently showcased a protective trend against T2DM risk. Here, CRP is linked to type 2 diabetes mellitus.