Following the development of computer science and database technology, distributed data stream processing system becomes a hot research field. In this paper, a distributed multiple data streams join query algorithm DIS-Join is proposed. DMS-Join algorithm can be used on window based data stream model. By rearranging sub join queries and locating them on various nodes, it can decrease the data transportation efficiently. The experiment results show that the algorithm is effective.