Publication | Closed Access
The nature of data center traffic
1K
Citations
26
References
2009
Year
Unknown Venue
Cluster ComputingInternet Traffic AnalysisEngineeringTraffic MatricesData Center TrafficData Center NetworkData ScienceData MiningData ManagementData Center SystemKnowledge DiscoveryData CentersComputer ScienceData-intensive ComputingData Center ManagementCloud ComputingNetwork Traffic MeasurementMassive Data ProcessingBig DataServer Operational Cluster
We explore the nature of traffic in data centers, designed to support the mining of massive data sets. We instrument the servers to collect socket-level logs, with negligible performance impact. In a 1500 server operational cluster, we thus amass roughly a petabyte of measurements over two months, from which we obtain and report detailed views of traffic and congestion conditions and patterns. We further consider whether traffic matrices in the cluster might be obtained instead via tomographic inference from coarser-grained counter data.
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