Today, dependency upon the technologies has increased unexpectedly in the digital world. Most of the People are living in the periphery of big data. Increasing popularity and its socio-economic, corporate benefits cannot be ignored. Excessive use of big data has also poses various sociological challenges. Privacy of individual and organization is a big issued that need a great deal of attention. In this paper, the efforts have been made to address various privacy issues in big data.