In this study, we establish a new weighted integral identity and used it to establish some new weighted Ostrowski-type inequalities for functions whose modulus of the first derivatives are preinvex, which the obtained results represent generalizations as well as refinements for some known results. Finally, we explain our results by giving some applications dealing with the random variables and the special means.