A method, system, and apparatus of network artifact identification and extraction are disclosed. In one embodiment, a method includes aggregating a payload data (e.g., may be a component of the extracted artifact) from different network packets to form an aggregated payload data, matching the payload data with an entry of a library of known artifacts, determining a type of the payload data based on a match with the entry of the library of known artifacts, separating the payload data from a header data in a network packet, and communicating the aggregated payload data as an extracted artifact to a user. The method may include using the extracted artifact to perform network visibility analysis of users on packets flowing across the network. The method may validate that the entry is accurate by performing a deeper analysis of the payload data with the entry of the library of known artifacts.