QCD factorization is an important approach to calculate physical observable objects such as decay widths of the hadrons using QCD perturbatively. In the presentation, we will introduce the idea of the QCD factorization briefly, and then we will introduce the recent progress to use QCD factorization to investigate the radiative leptonic decay of B and D mesons.