Cloud computing, as a novel scalable and on-demand computing service, is emerging as a leading solution for deploying on-demand application or data storage services. This paper studies the problem how to outsource applications to multiple clouds by a cost-effective way. We first formulate the process of user's cloud requests, and introduce an optimal pricing method based on linear optimization strategy. Finally, the extensive experiments demonstrate the effectiveness and practicality of our proposed strategy.