Background Although recent guidelines advocate for HbA1c target individualization, a comprehensive criterion for patient categorization remains absent. This study aimed to categorize HbA1c variability levels and explore the relationship between glycemic control, cardiovascular outcomes, and mortality across different degrees of variability.Methods Action to Control Cardiovascular Risk in Diabetes study data were used. HbA1c variability was measured using the HbA1c variability score (HVS) and standard deviation (SD). K-means and K-medians clustering were used to combine the HVS and SD.Results K-means clustering was the most stable algorithm with the lowest clustering similarities. In the low variability group, intensive glucose-lowering treatment significantly reduced the risk of adverse cardiovascular outcomes (HR: 0<middle dot>78 [95% CI: 0<middle dot>63, 0<middle dot>97]) without increasing mortality risk (HR: 1<middle dot>07 [0.81, 1<middle dot>42]); the risk of adverse cardiovascular events (HR: 1<middle dot>33 [1<middle dot>14, 1<middle dot>56]) and all-cause mortality (HR: 1<middle dot>23 [1<middle dot>01,1<middle dot>51]) increased with increasing mean HbA1c. In the high variability group, treatment increased the risk of cardiovascular events (HR: 2.00 [1<middle dot>54, 2<middle dot>60]) and mortality (HR: 2<middle dot>20 [1<middle dot>66, 2<middle dot>92]); a higher mean HbA1c (7<middle dot>86%, [7<middle dot>66%, 8<middle dot>06%]) had the lowest mortality risk, when the mean HbA1c was < 7<middle dot>86%, a higher mean HbA1c was associated with a lower mortality risk (HR: 0<middle dot>63 [0<middle dot>42, 0<middle dot>95]). In the medium variability group, a mean HbA1c around 7<middle dot>5% was associated with the lowest risk.Conclusions HbA1c variability can guide glycemic control targets for patients with type 2 diabetes. For patients with low variability, the lower the HbA1c, the lower the risk. For those with medium variability, controlling HbA1c at 7<middle dot>5% provides the maximum benefit. For patients with high variability, a mean HbA1c of around 7<middle dot>8% presents the lowest risk of all-cause mortality, a lower HbA1c did not provide cardiovascular benefits but instead increased the mortality risk. Further studies, especially those with patients that reflect the general population with type 2 diabetes undergoing the latest therapeutic approaches, are essential to validate the conclusions of this study.