As more and more enterprises adopt cloud computing, the cloud market offers vast potential profits. To capitalize the cloud, investors are interested in trading shares of cloud computing companies. Smart trading strategies, which use intelligent algorithms to trade financial instruments, will play a key role in investment. This paper proposes a game-theoretic approach for trading cloud stocks. Also, experiments are conducted to evaluate its effectiveness. Results show that the approach can achieve a good rate of return.