Two new pregnane glycosides were isolated from the leaves of Gymnema sylvestre (Retz.) R.Br. ex Sm. Their chemical structures were determined as (20 S)−12 β-tigloyloxy-5 α-hydroperoxy-3 β,8 β,14 β,17 β,20-pentahydroxypregn-6-ene 3- O-β-D-glucopyranosyl-(1→4)‐6-deoxy-3- O-methyl- β-D-allopyranosyl-(1→4)- β-D-oleandropyranosyl-(1→4)- β-D-cymaropyranosyl-(1→4)- β-D-cymaropyranoside (1) and (20 S)−12 β-benzoyloxy-5 α-hydroperoxy-3 β,8 β,14 β,17 β,20-pentahydroxypregn-6-ene 3- O-β-D-glucopyranosyl-(1→4)‐6-deoxy-3- O-methyl- β-D-allopyranosyl-(1→4)- β-D-oleandropyranosyl-(1→4)- β-D-cymaropyranosyl-(1→4)- β-D-cymaropyranoside (2) on the basis of the extensive spectroscopic methods, including 1D, 2D NMR, HRESIMS, and in comparison with the reported data. At the concentration of 200 µM, compounds 1 and 2 showed moderate anti α-glucosidase and α-amylase activities with inhibitory percentage of 31.1 ± 1.2 and 42.3 ± 1.7% (for α-glucosidase), and 27.8 ± 1.3 and 34.5 ± 1.5% (for α-amylase), respectively.