In recent days the information technology facing problems due to occurrence of large amount of data called as Big data. A buzzword “Big Data” has basically three attributes like Volume, Velocity and Varity. A mining data from large data set is very tedious and complex task, to overcome this here defined approach shows a method to mine big data efficiently with the help of clusters.