TY - GEN
T1 - Cell spoting
T2 - 2017 ACM Internet Measurement Conference, IMC 2017
AU - Rula, John P.
AU - Bustamante, Fabian E
AU - Steiner, Moritz
N1 - Funding Information:
The authors would like to thank our shepherd Aaron Schulman and the anonymous IMC reviewers for their valuable comments and helpful suggestions. We also want to extend our thanks to Pablo Alvarez and K.C. Ng, for their insight and help throughout this process. This work was partially supported by NSF CNS-1218287.
Publisher Copyright:
© 2017 Copyright held by the owner/author(s). Publication rights licensed to Association for Computing Machinery.
PY - 2017/11/1
Y1 - 2017/11/1
N2 - The impressive growth of the mobile Internet has motivated several industry reports retelling the story in terms of number of devices or subscriptions sold per regions, or the increase in mobile traffic, both WiFi and cellular. Yet, despite the abundance of such reports, we still lack an understanding of the impact of cellular networks around the world. We present the first comprehensive analysis of global cellular networks. We describe an approach to accurately identify cellular network IP addresses using the Network Information API, a non-standard Javascript API in several mobile browsers, and show its effectiveness in a range cellular network configurations. We combine this approach with the vantage point of one of the world's largest CDNs, with servers located in 1,450 networks and clients distributed across across 245 countries, to characterize cellular access around the globe. We find that the majority of cellular networks exist as mixed networks (i.e., networks that share both fixed-line and cellular devices), requiring prefix - not ASN - level identification. We discover over 350 thousand/24 and 23 thousand/48 cellular IPv4 and IPv6 prefixes respectively. By utilizing addresses level traffic from the same CDN, we calculate the fraction of traffic coming from cellular addresses. Overall we find that cellular traffic comprises 16.2% of the CDN's global traffic, and that cellular traffic ranges widely in importance between countries, from capturing nearly 96% of all traffic in Ghana to just 12.1% in France.
AB - The impressive growth of the mobile Internet has motivated several industry reports retelling the story in terms of number of devices or subscriptions sold per regions, or the increase in mobile traffic, both WiFi and cellular. Yet, despite the abundance of such reports, we still lack an understanding of the impact of cellular networks around the world. We present the first comprehensive analysis of global cellular networks. We describe an approach to accurately identify cellular network IP addresses using the Network Information API, a non-standard Javascript API in several mobile browsers, and show its effectiveness in a range cellular network configurations. We combine this approach with the vantage point of one of the world's largest CDNs, with servers located in 1,450 networks and clients distributed across across 245 countries, to characterize cellular access around the globe. We find that the majority of cellular networks exist as mixed networks (i.e., networks that share both fixed-line and cellular devices), requiring prefix - not ASN - level identification. We discover over 350 thousand/24 and 23 thousand/48 cellular IPv4 and IPv6 prefixes respectively. By utilizing addresses level traffic from the same CDN, we calculate the fraction of traffic coming from cellular addresses. Overall we find that cellular traffic comprises 16.2% of the CDN's global traffic, and that cellular traffic ranges widely in importance between countries, from capturing nearly 96% of all traffic in Ghana to just 12.1% in France.
KW - Cellular identification
KW - Cellular networks
KW - Internet census
UR - http://www.scopus.com/inward/record.url?scp=85038635768&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85038635768&partnerID=8YFLogxK
U2 - 10.1145/3131365.3131402
DO - 10.1145/3131365.3131402
M3 - Conference contribution
AN - SCOPUS:85038635768
T3 - Proceedings of the ACM SIGCOMM Internet Measurement Conference, IMC
SP - 191
EP - 204
BT - IMC 2017 - Proceedings of the 2017 Internet Measurement Conference
PB - Association for Computing Machinery
Y2 - 1 November 2017 through 3 November 2017
ER -