The present disclosure relates to a method and system for optimizing usage of network resources in the communication network. In an embodiment, a session is initiated by a user with a plurality of media servers. The usage of the network resources is optimized by a routing server which monitors session characteristics of an on-going session, user characteristics, media server characteristics and network conditions, wherein the on-going session is hosted by a plurality of session handling media servers from the plurality of media servers in the communication network. The routing server further compares the monitored data with corresponding threshold values and identifies at least one media server which violates the pre-defined threshold. The routing server further identifies one or more alternate media servers based on the media server characteristics and transfer the connectivity of one or more users to the one or more alternate media servers without disconnecting the on-going session.