Online tracking mechanisms employed by internet companies for user profiling and targeted advertising raise major privacy concerns. Despite efforts to defend against these mechanisms, they continue to evolve, rendering many existing defences ineffective. This study performs a large-scale measurement of online tracking mechanisms across a large pool of websites using the OpenWPM (Open Web Privacy Measurement) platform. It systematically evaluates the effectiveness of several ad blockers and underlying Privacy Enhancing Technologies (PET) that are primarily used to mitigate different tracking techniques. By quantifying the strengths and limitations of these tools against modern tracking methods, the findings highlight gaps in existing privacy protections. Actionable recommendations are provided to enhance user privacy defences, guide tool developers and inform policymakers on addressing invasive online tracking practices.
Barth, S., Ionita, D. and Hartel, P. (2023) Understanding Online Privacy—A Systematic Review of Privacy Visualizations and Privacy by Design Guidelines. ACM Computing Surveys, 55, 1-37. https://doi.org/10.1145/3502288
[3]
Pau, K.N., Lee, V.W.Q., Ooi, S.Y. and Pang, Y.H. (2023) The Development of a Data Collection and Browser Fingerprinting System. Sensors, 23, 3087. https://doi.org/10.3390/s23063087
[4]
Telemetry Collection and Deletion. Firefox Help. https://support.mozilla.org/en-US/kb/telemetry-clientid
[5]
Apple (2019) Privacy—Features. https://www.apple.com/privacy/features/
[6]
Bouke, M.A., Abdullah, A., Alshatebi, S.H., Zaid, S.A. and Atigh, H.E. (2023) The intersection of targeted advertising and security: Unraveling the mystery of overheard conversations. Telematics and Informatics Reports, 11, 100092. https://doi.org/10.1016/j.teler.2023.100092
[7]
Libert, T. (2015) Exposing the Hidden Web: An Analysis of Third-Party HTTP Requests on 1 Million Websites. https://arxiv.org/abs/1511.00619
[8]
Ghostery (2019) Ghostery Makes the Web Cleaner, Faster and Safer! https://www.ghostery.com/
[9]
Walsh, R. (2019) Privacy Badger Review. Improve Your Privacy—Stop Tracking. https://proprivacy.com/adblocker/review/privacybadger
[10]
DeVaney, S. (2021) uBlock Origin—Everything You Need to Know about the Ad Blocker. Firefox Add-Ons Blog. https://addons.mozilla.org/blog/ublock-origin-everything-you-need-to-know-about-the-ad-blocker/
[11]
Englehardt, S. and Narayanan, A. (2016) Online Tracking. Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security, Vienna October 24-28 2016, 1388-1401. https://doi.org/10.1145/2976749.2978313
[12]
Mayer, J.R. and Mitchell, J.C. (2012) Third-Party Web Tracking: Policy and Technology. 2012 IEEE Symposium on Security and Privacy, San Francisco, 20-23 May 2012, 413-427. https://doi.org/10.1109/SP.2012.47
[13]
Krishnamurthy, B. and Wills, C. (2009) Privacy Diffusion on the Web. Proceedings of the 18th International Conference on World Wide Web—WWW’09, 20-24 April 2009, 541-550. https://doi.org/10.1145/1526709.1526782
[14]
Gunnarsson, P., Jakobsson, A. and Carlsson, N. (2022) On the Impact of Internal Webpage Selection When Evaluating Ad Blocker Performance. https://www.ida.liu.se/~nikca89/papers/mascots22.pdf
[15]
Kurkowski, J. (2024) John-Kurkowski/Tldextract. GitHub. https://github.com/john-kurkowski/tldextract
[16]
Frost, P. (2017) How to Track Google Analytics Conversions across Domains | MSROI. Main Street ROI. https://www.mainstreetroi.com/case-study-how-to-track-google-analytics-conversions-across-domains/