In recent years, Online Social Networks (OSNs) have tremendous growth per hundred of millions of users on the internet. The internet users are more attractive about OSNs for information sharing and social interactions. Here a number of security and privacy issues are raised. The Online Social Networks (OSNs) currently do not provide any mechanism to enforce privacy concerns over data associated with multiple users. The authors proposed a comprehensive approach to increase the privacy of shared data associated with multiple users.