In summary, this study systematically integrates multi-dataset bioinformatics analysis with machine learning to identify ALB and FOS as central immune-related biomarkers in DKD which are regulating macrophage–T cell interactions and cytokine-driven inflammation. This evidence concerns the gene ALB and diabetic kidney disease.