Skip to main content

Tracking Personal Identifiers Across the Web

  • Conference paper
  • First Online:
Passive and Active Measurement (PAM 2016)

Part of the book series: Lecture Notes in Computer Science ((LNCCN,volume 9631))

Included in the following conference series:

Abstract

User tracking has become de facto practice of the Web, however, our understanding of the scale and nature of this practice remains rudimentary. In this paper, we explore the connections amongst all parties of the Web, especially focusing on how trackers share user IDs. Using data collected from both browsing histories of 129 users and active experiments, we identify user-specific IDs that we suspect are used to track users. We find a significant amount of ID-sharing practices across different organisations providing various service categories. Our observations reveal that ID-sharing happens in a large scale regardless of the user profile size and profile condition such as logged-in and logged-out. We unexpectedly observe a higher number of ID-sharing domains when user is logged-out. We believe that our work reveals the huge gap between what is known about user tracking and what is done by this complex and important ecosystem.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    http://collusion.toolness.org/.

  2. 2.

    http://global.sitesafety.trendmicro.com.

References

  1. Vallina-Rodriguez, N., Shah, J., Finamore, A., Grunenberger, Y., Papagiannaki, K., Haddadi, H., Crowcroft, J.: Breaking for commercials: characterizing mobile advertising. In: Proceedings of the ACM Internet Measurement Conference (2012)

    Google Scholar 

  2. Krishnamurthy, B., Wills, C.: Privacy diffusion on the web: a longitudinal perspective. In: Proceedings of the 18th International Conference on World Wide Web. ACM (2009)

    Google Scholar 

  3. Falahrastegar, M., Haddadi, H., Uhlig, S., Mortier, R.: The rise of panopticons: examining region-specific third-party web tracking. In: Dainotti, A., Mahanti, A., Uhlig, S. (eds.) TMA 2014. LNCS, vol. 8406, pp. 104–114. Springer, Heidelberg (2014)

    Chapter  Google Scholar 

  4. NSA using Google’s online ad tracking tools to spy on web users. http://threatpost.com/nsa-using-google-non-advertising-cookie-to-spy/

  5. Ayenson, M., Wambach, D.J., Soltani, A., Good, N., Hoofnagle, C.J.: Flash Cookies and Privacy II: Now with HTML5 and ETag Respawning. Social Science Research Network Working Paper Series (2011)

    Google Scholar 

  6. Acar, G., Eubank, C., Englehardt, S., Juarez, M., Narayanan, A., Diaz, C.: The web never forgets: persistent tracking mechanisms in the wild. In: Proceedings of the 2014 ACM SIGSAC Conference on Computer and Communications Security, CCS 2014, pp. 674–689. ACM, New York (2014)

    Google Scholar 

  7. Ghosh, A., Roth, A.: Selling privacy at auction. In: Proceedings of the 12th ACM Conference on Electronic Commerce, EC 2011, pp. 199–208. ACM, New York (2011)

    Google Scholar 

  8. Findtracker. http://www.eecs.qmul.ac.uk/~marjan/repo/findtracker.zip

  9. Krishnamurthy, B., Naryshkin, K., Wills, C.: Privacy leakage vs. protection measures: the growing disconnect. In: Proceedigs of the Web 2.0 Security and Privacy Workshopp (2011)

    Google Scholar 

  10. Gill, P., Erramilli, V., Chaintreau, A., Krishnamurthy, B., Papagiannaki, K., Rodriguez, P.: Follow the money: understanding economics of online aggregation and advertising. In: Proceedings of the Conference on Internet Measurement Conference, IMC 2013, pp. 141–148. ACM, New York (2013)

    Google Scholar 

  11. Liu, Y., Song, H.H., Bermudez, I., Mislove, A., Baldi, M., Tongaonkar, A.: Identifying personal information in internet traffic. In: Proceedings of the 3rd ACM Conference on Online Social Networks (COSN 2015), Palo Alto, November 2015

    Google Scholar 

  12. Roesner, F., Kohno, T., Wetherall, D.: Detecting and defending against third-party tracking on the web. In: USENIX Symposium on Networking Systems Design and Implementation (2012)

    Google Scholar 

  13. Apostolis, Z., Alexandros, K., Gianluca, S., Thorsten, H., Christopher, K., Giovanni, V.: The dark alleys of madison avenue: understanding malicious advertisements. In: Proceedings of the Conference on Internet Measurement Conference, IMC 2014, pp. 373–380. ACM, New York (2014)

    Google Scholar 

  14. Gomer, R., Rodrigues, E., Frayling, N.M., Schraefel, M.C.: Network analysis of third party tracking: user exposure to tracking cookies through search. In: Web Intelligence and Intelligent Agent Technology, vol. 1 (2013)

    Google Scholar 

  15. Mayer, J.R., Mitchell, J.C.: Third-party web tracking: policy and technology. In: Proceedings of the IEEE Symposium on Security and Privacy (2012)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Marjan Falahrastegar .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer International Publishing Switzerland

About this paper

Cite this paper

Falahrastegar, M., Haddadi, H., Uhlig, S., Mortier, R. (2016). Tracking Personal Identifiers Across the Web. In: Karagiannis, T., Dimitropoulos, X. (eds) Passive and Active Measurement. PAM 2016. Lecture Notes in Computer Science(), vol 9631. Springer, Cham. https://doi.org/10.1007/978-3-319-30505-9_3

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-30505-9_3

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-30504-2

  • Online ISBN: 978-3-319-30505-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics