Leveraging the rich studies of join algorithms in parallel and distributed database systems, this paper demonstrates the implementation of several well-known join strategies in MapReduce and conducts comprehensive experiments to compare these join techniques on this new platform. To the best of our knowledge, this paper is the first to conduct a systematic experimental comparison of a broad set of join algorithms on the MapReduce platform. The contributions of this paper are as follows: