Modified release pharmaceutical composition comprising glipizide or pharmaceutical acceptable salt thereof is disclosed. The modified release composition comprises drug layer and push layer with specific pharmaceutically acceptable excipients, wherein the said composition comprises a pharmaceutical acceptable excipient along with one or more osmogent. Also provided is a process for preparing the said composition.