From a given snapshot of a social network database, we can predict whether a person can be potentially connected to another person, by analyzing existing links. We take two datasets (Facebook dataset from Stanford Large Network Dataset Collection and bibliography dataset from DBLP) and import that into MySQL, and Neo4J (Graph based DB) to evaluate the metrics for different network topology.