This cross-sectional study reveals complex associations between alcohol consumption and diabetes prevalence, with moderate drinking associated with lower diabetes prevalence and heavy or frequent binge drinking associated with higher prevalence. Public health strategies should incorporate gender-specific guidance to address alcohol-related diabetes risks effectively.