Today cloud computing is providing a variety of computing resources from servers and storage to enterprise applications such as security, voice and email all is delivered over the Internet. With this growth of World Wide Web (WWW) there arises a need for finding and analyzing this huge amount of data. Mining over a huge data cost heavily. There are various algorithms for data mining, which could be used over the cloud. Clustering is one form of unsupervised learning used in data mining.