After studying the Data Mining technique and the E-commerce Recommender System, this paper designs and presents a book recommender system based on the clustering algorithm and applies it to net-bookstores. This system clusters all the resources first before looking for near neighbors to narrow the searching scope, and therefore greatly promotes the efficiency of the system and achieves good recommending results in its application.