ALB and diabetic kidney disease: External validation confirmed significant associations for HbA1c, globulin, TyG, and neutrophil-to-albumin ratio.<h4>Conclusions</h4>The machine learning model successfully identified early DKD using routine parameters, with TyG index, HbA1c, and globulin as key predictors, demonstrating potential as a cost-effective screening tool.