The medical book recommendation system on the basis of Lambda architecture has been designed and implemented. The paper elaborates on the structure and key techniques of the system. An offline computation-based recommendation model has been established by adoption of ALS algorithm to recommend book in real time according to readers' online behavior. Practice shows that the recommendation system based on Lambda architecture is of higher accuracy.