The present invention relates to a stable pharmaceutical composition comprising metformin and linagliptin or salt thereof. In particular, the present invention relates to solid oral stable pharmaceutical composition comprising fixed dose combination of metformin and linagliptin or salt thereof. By using one or more amino sugar/s, it is possible to achieve the stable pharmaceutical composition of metformin and linagliptin. The invention further relates to use of such composition in the treatment of diabetes mellitus. A method for the preparation of such composition is also described.