Abstract
Fueled by a plethora of applications and Internet services, mobile data consumption is on the rise. Over the years, mobile operators deployed webproxies to optimize HTTP content delivery. Webproxies also produce HTTP-logs which are a fundamental data source to understand network/services performance and user behavior. The recent surge of HTTPS is progressively reducing such wealth of information, to the point that it is unclear whether HTTP-logs are still representative of the overall traffic. Unfortunately, HTTPS monitoring is challenging and adds some extra cost which refrains operators from “turning on the switch”. In this work, we study the “gap” between HTTP and HTTPS both quantifying their intrinsic traffic characteristics, and investigating the usability of the information that can be logged from their transactions. We leverage a 24-hours dataset collected from a webproxy operated by a European mobile carrier with more than 10M subscribers. Our quantification of this gap suggests that its importance is strictly related to the target analysis.
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Notes
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The TAC is part of the IMEI, i.e., the unique identifier of a mobile device.
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References
CAIDA: As rank. http://as-rank.caida.org
Casas, P., Fiadino, P., Bär, A.: Understanding HTTP traffic and CDN behavior from the eyes of a mobile ISP. In: Faloutsos, M., Kuzmanovic, A. (eds.) PAM 2014. LNCS, vol. 8362, pp. 268–271. Springer, Cham (2014). doi:10.1007/978-3-319-04918-2_28
Erman, J., Ramakrishnan, K.: Understanding the super-sized traffic of the super bowl. In: Proceedings of the ACM Internet Measurement Conference (IMC), October 2013
Erman, J.E., Gerber, A., Hajiaghayi, M., Pei, D.: To cache or not to cache: The 3G case. IEEE Internet Comput. 15(2), 27–34 (2011)
Falaki, H., Lymberopoulos, D., Mahajan, R., Kandula, S., Estrin, D.: A first look at traffic on smartphones. In: Proceedings of the ACM Internet Measurement Conference (IMC), November 2010
Keralapura, R., Nucci, A., Zhang, Z.L., Gao, L.: Profiling users in a 3G network using hourglass co-clustering. In: Proceedings of the ACM MobiCom, September 2010
Mozilla: Public suffix list. http://publicsuffix.org/
Mucelli, E., Oliveira, R., Carneiro, A.V., Naveen, K.P., Sarraute, C.: Measurement-driven mobile data traffic modeling in a large metropolitan area. In: Proceedings of the IEEE Conference on Pervasive Computing and Communications (PerCom), St. Luis, March 2015
Ranjan, G., Zang, H., Zhang, Z.L., Bolot, J.: Are call detail records biased for sampling human mobility? ACM SIGCOMM Mob. Comput. Commun. Rev. 16(3), 33–44 (2012)
Sandvine, Global Internet Phenomena: Spotlight: encrypted internet traffic. https://www.sandvine.com/trends/encryption.html
Shafiq, M.Z., Ji, L., Liu, A.X., Pang, J., Venkataraman, S., Wang, J.: A first look at cellular network performance during crowded events. In: Proceedings of the ACM SIGMETRICS, June 2013
Trestian, I., Ranjan, S., Kuzmanovic, A., Nucci, A.: Measuring serendipity: connecting people, locations and interests in a mobile 3G network. In: Proceedings of the ACM Internet Measurement Conference (IMC), November 2009
Vallina-Rodriguez, N., Sundaresan, S., Kreibich, C., Weaver, N., Paxson, V.: Beyond the radio: illuminating the higher layers of mobile networks. In: Proceedings of the ACM MobiSys, November 2015
Blondel, V.D., Adeline Decuyper, G.K.: A survey of results on mobile phone datasets analysis. CoRR arXiv arXiv:1502.03406 (2015)
Vni, C.: The Zettabyte Era: Trends and analysis. http://www.cisco.com/c/en/us/solutions/collateral/service-provider/visual-networking-index-vni/vni-hyperconnectivity-wp.html
Xu, Q., Erman, J., Gerber, A., Mao, Z., Pang, J., Venkataraman, S.: Identifying diverse usage behaviors of smartphone apps. In: Proceedings of the ACM Internet Measurement Conference (IMC), November 2011
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Finamore, A., Varvello, M., Papagiannaki, K. (2017). Mind the Gap Between HTTP and HTTPS in Mobile Networks. In: Kaafar, M., Uhlig, S., Amann, J. (eds) Passive and Active Measurement. PAM 2017. Lecture Notes in Computer Science(), vol 10176. Springer, Cham. https://doi.org/10.1007/978-3-319-54328-4_16
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DOI: https://doi.org/10.1007/978-3-319-54328-4_16
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