USENIX Security2016Top-tier venue
Internet Jones and the Raiders of the Lost Trackers: An Archaeological Study of Web Tracking from 1996 to 2016
Ada Lerner, Anna Kornfeld Simpson, Tadayoshi Kohno, Franziska Roesner
Abstract
Though web tracking and its privacy implications have received much attention in recent years, that attention has come relatively recently in the history of the web and lacks full historical context. In this paper, we present longitudinal measurements of third-party web tracking behaviors from 1996 to present (2016). Our tool, TrackingExcavator, leverages a key insight: that the Internet Archive's Wayback Machine opens the possibility for a retrospective analysis of tracking over time. We contribute an evaluation of the Wayback Machine's view of past third-party requests, which we find is imperfect -we evaluate its limitations and unearth lessons and strategies for overcoming them. Applying these strategies in our measurements, we discover (among other findings) that third-party tracking on the web has increased in prevalence and complexity since the first third-party tracker that we observe in 1996, and we see the spread of the most popular trackers to an increasing percentage of the most popular sites on the web. We argue that an understanding of the ecosystem's historical trends -which we provide for the first time at this scale in our work -is important to any technical and policy discussions surrounding tracking.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext a04fc9a3-8421-4375-b6ac-ff0aeb5af5b4Cited by top-tier papers56
- Online Tracking: A 1-million-site Measurement and AnalysisSteven Englehardt, Arvind NarayananCCS 2016 · 798 citations
- Do Cookie Banners Respect my Choice? : Measuring Legal Compliance of Banners from IAB Europe's Transparency and Consent FrameworkCélestin Matte, Nataliia Bielova, Cristiana Teixeira SantosS&P 2020 · 212 citations
- (Cross-)Browser Fingerprinting via OS and Hardware Level FeaturesYinzhi Cao, Song Li, Erik WijmansNDSS 2017 · 199 citations
- Privacy Policies over Time: Curation and Analysis of a Million-Document DatasetRyan Amos, Gunes Acar, Elena Lucherini, Mihir Kshirsagar et al.WWW 2021 · 135 citations
- AdGraph: A Graph-Based Approach to Ad and Tracker BlockingUmar Iqbal, Peter Snyder, Shitong Zhu, Benjamin Livshits et al.S&P 2020 · 112 citations
Related papers
- Rewriting History: Changing the Archived Web from the PresentAda Lerner, Tadayoshi Kohno, Franziska RoesnerCCS 2017 · 35 citations
- Web Execution Bundles: Reproducible, Accurate, and Archivable Web MeasurementsFlorian Hantke, Peter Snyder, Hamed Haddadi, Ben StockUSENIX Security 2025
- TrackSign: Guided Web Tracking DiscoveryIsmael Castell-Uroz, Josep Solé-Pareta, Pere Barlet-RosINFOCOM 2021 · 18 citations
- SoK: After Decades of Web Tracker Detection, What's Next?Wolf Rieder, Philip Raschke, Thomas Cory, Christian René Sechting et al.S&P 2026 · 1 citation
- Oh, the Places You've Been! User Reactions to Longitudinal Transparency About Third-Party Web Tracking and InferencingBen Weinshel, Miranda Wei, Mainack Mondal, Euirim Choi et al.CCS 2019 · 73 citations
