Personalized recommendation technology development is conducive to resolve the Internet data information overload problem. Based on the understanding of the characteristics of distributed processing architecture, this paper proposes the tag recommendation system based on Hadoop. The algorithm based on MapReduce model has high scalability and performance, and can analyze offline data efficiently.