A method and an apparatus for collecting data in a network communication are provided. The method includes receiving a request from a local application for a connection to a remote application using a first address which is assigned for Inter Process Communication (IPC) process corresponding to the local application, wherein the IPC process is performed on a Distributed IPC Facility (DIF) layer, storing a routing table that maps the first address of the local application in the DIF layer and an address of the remote application in a network layer, generating a connection between the local application and the remote application using the routing table to conceal a network layer address of the local application, and storing a communication data between the local application and the remote application using the first address of the local application.