The term differential privacy refers to the strong privacy and a guarantee in sharing information. It is a type of privacy. The applications of differential privacy are- This presents a survey, privacy attacks in social network, different models of social networking, analyzing degree distribution, counting sub graphs and assigning weights to edges. It is very much beneficial for promoting the businesses. It provides a relief and trust to the customers about the security of their information.