Abstract: “All the companies are nowadays migrating their applications towards cloud environment, because of the huge reduce in the overall investment and greatest flexibility provided by the cloud. The Cloud provides the larger volume of space for the storage and different set of services for all kind of applications to the cloud customers. There is not much delay and major changes required at the client level. The large amount of user data and application results stored on the cloud environment, will automatically make the data analysis and prediction process very difficult on the different clusters of cloud. It is always difficult to process, whenever a user required to analyze the data stored on the cloud as well as frequently used service by other cloud customers for the same set of query on the cloud environment.The existing data mining techniques are insufficient to analyze those huge data volumes and identify the frequent services accessed by the cloud users. In this proposed scheme we ar”

Keywords: Cloud, Cloud-Storage, BigData, Map-Reduce, Clusters.