Cloud computing is a technology that uses the internet and central remote servers to maintain data and applications. There are different cloud services of which cloud Infrastructure as a service enables a company to grow very fast. All small and large-scale companies are shifting their applications towards cloud. As usage of the internet all over the world, the number of video applications are increasing more and becoming popular. Smart phones use wireless networks to transfer large amount of data. Users access the video application from the cloud through web browsers in laptop and smart phone. First, a systematic literature review is conducted on the performance issues of cloud infrastructure as a service. Second, the performance metrics jitter, round trip time and page loading time are analyzed while accessing a video application from the cloud. Finally, results are analyzed for various browsers in Smartphone and laptop. From the obtained results it helps the users to choose better browser for accessing cloud applications.