Taking the personalized subject service platform of the Second Military Medical University Library for example, this paper analyses the demands and challenges to construct a library personalized subject service platform in big data environment, discusses solutions of building library personalized subject service platform on Hadoop big data storage and processing framework and proposes new ideas to solve the problem of how the library personalized subject service platform can adapt to increasing data of information resources cheaply and efficiently.