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A First Look at Traffic on Smartphones. Hossein Falaki Dimitrios Lymberopoulos Ratul Mahajan Srikanth Kandula Deborah Estrin. Exponential growth in mobile traffic. http ://www.readwriteweb.com. http ://www.totaltele.com. CISCO VNI 2010. Two ways to understand smartphone traffic.
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A First Look at Traffic on Smartphones Hossein Falaki Dimitrios Lymberopoulos Ratul Mahajan Srikanth Kandula Deborah Estrin
Exponential growth in mobile traffic http://www.readwriteweb.com http://www.totaltele.com CISCO VNI 2010
Two ways to understand smartphone traffic 1. Capture at a link in the network 2. Capture on the devices
Preliminary findings • Browsing, email, media, and maps dominate traffic • Small connection sizes lead to high overhead • Throughput is bottlenecked by path loss and socket buffers at servers • Tuning 3G radio timeout can significantly reducepower use with minimal performance impact
Traffic exchanged per day % ofusers(CDF) MB per day
Traffic composition [Dataset2]
Transfer sizes are small % of transfers (CDF) Transfer size (KB) [Dataset1]
Lower-layer protocols have high overhead % ofxfers(CDF) % ofxfers(CDF) Handshake overhead (% of time) Headeroverhead (% of bytes) [Dataset1] [Dataset1]
Traffic throughput is low % ofxfers(CDF) Throughput (kbps) [Connections in Dataset1 with 10+ data packets in a direction]
Throughput bottlenecks [Connections in Dataset1 with 50+ data packets in a direction]
Conclusions • Capturing traffic on smartphones provides a rich, detailed view of device traffic • Findings from our preliminary analysis • Browsing, email, media, and maps dominate traffic • Small transfer sizes lead to high overhead • Throughput is limited by loss and socket buffers • Judicious radio timeouts can cut power consumption