In this study, our results showed that a decrease in ATG4B phosphorylation can weaken autophagy function and promote the progression of DKD, whereas aucubin can counter these effects by increasing ATG4B phosphorylation, restoring autophagy, and protecting against DKD. This evidence concerns the gene ATG4B and diabetic kidney disease.