Disclosed herein are network appliances, methods, computer-readable media, and systems for aggregating network traffic statistics in a communication network. For example, the network appliance is to receive a SYN network packet; store header information from the SYN network packet in a flow data table; for each of the data packets related to the SYN network packet, store header information of the data packets in the flow table; after a predetermined amount of time or a predetermined number of rows is reached, invoke an eviction policy on the flow data table, wherein the eviction policy removes the related data packets from the flow data table; and populate an accumulating map with the flow data table.