A method and a system for creating a network of virtual machines in a communication network including a head node virtual machine (VM) for distribution and processing of a workload. The method comprises creating the head node VM hosted at a server computer, the head node VM specifying the workload, the workload being assignable into sub-tasks; identifying a pool of hosts for hosting a plurality of replica VMs, each of the pool of hosts comprising a physical computing device; replicating the head node VM at an each one of the plurality of replica VMs; coordinating amongst the plurality of replica VMs to assign at least one workload sub-task to the each one of the plurality of replica VMs; processing the at least one assigned workload sub-tasks at the respective each one of the plurality of replica VMs to provide at least one sub-task result; and receiving the at least one sub-task result at the head node VM.