To prevent the leakage and improve the security of sensitive data in library. In this paper,the security risks and security requirements faced by library sensitive data in big data environment are analyzed. On the basis of sensitive data classification and grading, a design method regarding to identification and protection of library sensitive data in the context of big data are presented,thus ensuring the security,high value,availability and controllability of library sensitive data.