The decreased CD31 expression and the augmented αSMA expression in glomeruli of DKD and MD participants and diabetes‐induced renal injury models validated the involvement of hyperglycaemia‐mediated EndMT in the occurrence of metabolic memory and DKD. Here, PECAM1 is linked to diabetic kidney disease.