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Background: Non‐Asian body mass index (BMI) classifications are commonly used as a risk factor for high fasting blood glucose (FBG). We investigated the incidence and factors associated with high FBG among people living with HIV in the Asia‐Pacific region, using a World Health Organization BMI classification specific to Asian populations. Methods: This study included people living with HIV enrolled in a longitudinal cohort study from 2003 to 2019, receiving antiretroviral therapy (ART), and without prior tuberculosis. BMI at ART initiation was categorized using Asian BMI classifications: underweight (<18.5 kg/m2), normal (18.5–22.9 kg/m2), overweight (23–24.9 kg/m2), and obese (≥25 kg/m2). High FBG was defined as a single post‐ART FBG measurement ≥126 mg/dL. Factors associated with high FBG were analyzed using Cox regression models stratified by site. Results: A total of 3939 people living with HIV (63% male) were included. In total, 50% had a BMI in the normal weight range, 23% were underweight, 13% were overweight, and 14% were obese. Median age at ART initiation was 34 years (interquartile range 29–41). Overall, 8% had a high FBG, with an incidence rate of 1.14 per 100 person‐years. Factors associated with an increased hazard of high FBG included being obese (≥25 kg/m2) compared with normal weight (hazard ratio [HR] = 1.79; 95% confidence interval [CI] 1.31–2.44; p < 0.001) and older age compared with those aged ≤30 years (31–40 years: HR = 1.47; 95% CI 1.08–2.01; 41–50 years: HR = 2.03; 95% CI 1.42–2.90; ≥51 years: HR = 3.19; 95% CI 2.17–4.69; p < 0.001). Conclusion: People living with HIV with BMI >25 kg/m2 were at increased risk of high FBG. This indicates that regular assessments should be performed in those with high BMI, irrespective of the classification used. [ABSTRACT FROM AUTHOR]