Systems and methods are disclosed for generating traffic statistics for a datacenter. Distributed, parallel processing may be used to generate traffic statistics from data sets about traffic in a datacenter. To reduce data sets from which such statistics are derived to manageable sizes and relevant processing times for distributed, parallel processing, traffic agents may be provided at end hosts in the datacenter. The traffic agents may summarize data traffic over large numbers of packets in terms of the various sockets over which they are transmitted. Reports on the various sockets may be sent by the various flow agents that monitor them to an analytic controller. The analytic controller may aggregate, provide flow-path information for, further reduce, and/or provision the resultant data for distributed parallel processing.