Senescent kidney can lead to the maladaptive repairment and predispose age‐related kidney diseases. Here, we explore the renal anti‐senescence effect of a known kind of drug, sodium‐dependent glucose transporters 2 inhibitor (SGLT2i). After 4 months intragastrically administration with dapagliflozin on senescence‐accelerated mouse prone 8 (SAMP8) strain mice, the physiologically effects (lowering urine protein, enhancing glomerular blood perfusion, inhibiting expression of senescence‐related biomarkers) and structural changes (improving kidney atrophy, alleviating fibrosis, decreasing glomerular mesangial proliferation) indicate the potential value of delaying kidney senescence of SGLT2i. Senescent human proximal tubular epithelial (HK‐2) cells induced by H2O2 also exhibit lower senescent markers after dapagliflozin treatment. Further mechanism exploration suggests LTBP2 have the great possibility to be the target for SGLT2i to exert its renal anti‐senescence role. Dapagliflozin down‐regulate the LTBP2 expression in kidney tissues and HK‐2 cells with senescent phenotypes. Immunofluorescence staining show SGLT2 and LTBP2 exist colocalization, and protein‐docking analysis implies there is salt‐bridge formation between them; these all indicate the possibility of weak‐interaction between the two proteins. Apart from reducing LTBP2 expression in intracellular area induced by H2O2, dapagliflozin also decrease the concentration of LTBP2 in cell culture medium. Together, these results reveal dapagliflozin can delay natural kidney senescence in non‐diabetes environment; the mechanism may be through regulating the role of LTBP2.