Compute Intensive Applications like Big Data,Image Processing are indeed boosting the importance of the cloud like never before, as time-discriminating information can be prepared and circulated routinely. This type of compute intensive tasks needs large quantity of resources like memory, storage, and processing power specially. So, in the world of automation where the decision making is performed by machines only, why not to think of this automation over a Cloud Computing? Here, Semantic Cloud comes into the light with this smart decision making capability, which optimise resource management, high availability and performance.