A method for distributed network packet statistics collection includes instantiating first and second operations that implement different portions of a network packet statistics collection task on processing nodes implemented on different processors in a network packet statistics collection system. The method includes utilizing an auto-discovery mechanism for the second operation to subscribe to a set of capabilities and identify the first operation as a matching operation. The method further includes establishing a channel between the first and second operations. The method further includes executing the network packet statistics collection task, where the first and second operations perform the different portions of the network packet statistics collection task.