A comparative analysis of web and peer-to-peer traffic

ABSTRACT

Peer-to-Peer (P2P) applications continue to grow in popularity, and have reportedly overtaken Web applications as the single largest contributor to Internet traffic. Using traces collected from a large edge network, we conduct an extensive analysis of P2P traffic, compare P2P traffic with Web traffic, and discuss the implications of increased P2P traffic. In addition to studying the aggregate P2P traffic, we also analyze and compare the two main constituents of P2P traffic in our data, namely BitTorrent and Gnutella. The results presented in the paper may be used for generating synthetic workloads, gaining insights into the functioning of P2P applications, and developing network management strategies. For example, our results suggest that new models are necessary for Internet traffic. As a first step, we present flow-level distributional models for Web and P2P traffic that may be used in network simulation and emulation experiments.

REFERENCES

• 1: Martin F. Arlitt , Carey L. Williamson, Internet Web servers: workload characterization and performance implications, IEEE/ACM Transactions on Networking (TON), v.5 n.5, p.631-645, Oct. 1997 [doi>10.1109/90.649565]
• 2: F. Campos, K. Jeffay, and F. Smith. Tracking the Evolution of Web Traffic: 1995-2003. In MASCOTS, 2003.
• 3: B. Cohen. Incentives Build Robustness in BitTorrent. In P2PECON, 2003.
• 4: Mark E. Crovella , Azer Bestavros, Self-similarity in World Wide Web traffic: evidence and possible causes, IEEE/ACM Transactions on Networking (TON), v.5 n.6, p.835-846, Dec. 1997 [doi>10.1109/90.650143]
• 5: T. Dang, M. Perenyi, A. Gefferth, and S. Molnar. On the Identification and Analysis of P2P Traffic Aggregation. In Networking, 2006.
• 6: Jeffrey Erman , Anirban Mahanti , Martin Arlitt , Ira Cohen , Carey Williamson, Offline/realtime traffic classification using semi-supervised learning, Performance Evaluation, v.64 n.9-12, p.1194-1213, October, 2007 [doi>10.1016/j.peva.2007.06.014]
• 7: Jeffrey Erman , Anirban Mahanti , Martin Arlitt , Carey Williamson, Identifying and discriminating between web and peer-to-peer traffic in the network core, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada [doi>10.1145/1242572.1242692]
• 8: Krishna P. Gummadi , Richard J. Dunn , Stefan Saroiu , Steven D. Gribble , Henry M. Levy , John Zahorjan, Measurement, modeling, and analysis of a peer-to-peer file-sharing workload, Proceedings of the nineteenth ACM symposium on Operating systems principles, October 19-22, 2003, Bolton Landing, NY, USA
• 9: Lei Guo , Songqing Chen , Zhen Xiao , Enhua Tan , Xiaoning Ding , Xiaodong Zhang, Measurements, analysis, and modeling of BitTorrent-like systems, Proceedings of the 5th ACM SIGCOMM conference on Internet Measurement, p.4-4, October 19-21, 2005, Berkeley, CA
• 10: M. Izal, G. Urvoy-Keller, E. Biersack, P. Felber, A. Hamra, and L. Garcs-Erice. Dissecting BitTorrent: Five Months in a Torrents Lifetime. In PAM, 2004.
• 11: Thomas Karagiannis , Konstantina Papagiannaki , Michalis Faloutsos, BLINC: multilevel traffic classification in the dark, Proceedings of the 2005 conference on Applications, technologies, architectures, and protocols for computer communications, August 22-26, 2005, Philadelphia, Pennsylvania, USA
• 12: Alexander Klemm , Christoph Lindemann , Mary K. Vernon , Oliver P. Waldhorst, Characterizing the query behavior in peer-to-peer file sharing systems, Proceedings of the 4th ACM SIGCOMM conference on Internet measurement, October 25-27, 2004, Taormina, Sicily, Italy [doi>10.1145/1028788.1028796]
• 13: Tatsuya Mori , Masato Uchida , Ryoichi Kawahara , Jianping Pan , Shigeki Goto, Identifying elephant flows through periodically sampled packets, Proceedings of the 4th ACM SIGCOMM conference on Internet measurement, October 25-27, 2004, Taormina, Sicily, Italy [doi>10.1145/1028788.1028803]
• 14: E. O'Neill, B. Lavoie, and R. Bennett. Trends in the Evolution of the Public Web: 1998 - 2002. D-Lib Mag., 2003.
• 15: Vern Paxson, Bro: a system for detecting network intruders in real-time, Computer Networks: The International Journal of Computer and Telecommunications Networking, v.31 n.23-24, p.2435-2463, Dec. 1999 [doi>10.1016/S1389-1286(99)00112-7]
• 16: Vern Paxson , Sally Floyd, Wide area traffic: the failure of Poisson modeling, IEEE/ACM Transactions on Networking (TON), v.3 n.3, p.226-244, June 1995 [doi>10.1109/90.392383]
• 17: L. Plissonneau, J. Costeux, and P. Brown. Analysis of Peer-to-Peer Traffic on ADSL. In PAM, 2005.
• 18: J. Pouwelse, P. Garbacki, D. Epema, and H. Sips. The Bittorrent P2P File-sharing System: Measurements and Analysis. In IPTPS, 2005.
• 19: Stefan Saroiu , Krishna P. Gummadi , Steven D. Gribble, Measuring and analyzing the characteristics of Napster and Gnutella hosts, Multimedia Systems, v.9 n.2, p.170-184, August 2003 [doi>10.1007/s00530-003-0088-1]
• 20: Subhabrata Sen , Oliver Spatscheck , Dongmei Wang, Accurate, scalable in-network identification of p2p traffic using application signatures, Proceedings of the 13th international conference on World Wide Web, May 17-20, 2004, New York, NY, USA [doi>10.1145/988672.988742]
• 21: Subhabrata Sen , Jia Wang, Analyzing peer-to-peer traffic across large networks, IEEE/ACM Transactions on Networking (TON), v.12 n.2, p.219-232, April 2004 [doi>10.1109/TNET.2004.826277]
• 22: Augustin Soule , Kavé Salamatia , Nina Taft , Richard Emilion , Konstantina Papagiannaki, Flow classification by histograms: or how to go on safari in the internet, Proceedings of the joint international conference on Measurement and modeling of computer systems, June 10-14, 2004, New York, NY, USA
• 23: Daniel Stutzbach , Reza Rejaie, Understanding churn in peer-to-peer networks, Proceedings of the 6th ACM SIGCOMM conference on Internet measurement, October 25-27, 2006, Rio de Janeriro, Brazil [doi>10.1145/1177080.1177105]
• 24: K. Tutschku. A Measurement-Based Traffic Profile of the eDonkey Filesharing Service. In PAM, 2004.
• 25: Z. Zhang, V. Ribeiro, S. Moon, and C. Diot. Small-time Scaling Behaviors of Internet Backbone Traffic: An Empirical Study. In INFOCOM, 2003.
• 26: S. Zhao, D. Stutzbach, and R. Rejaie. Characterizing Files in the Modern Gnutella Network: A Measurement Study. In MMCN, 2006.

INDEX TERMS

Primary Classification:
  C. Computer Systems Organization
  C.2 COMPUTER-COMMUNICATION NETWORKS
      C.2.2 Network Protocols

Additional Classification:
  I. Computing Methodologies
  I.6 SIMULATION AND MODELING
      I.6.5 Model Development

General Terms:
Measurement, Performance

Keywords:
peer-to-peer, traffic characterization, traffic models, web