The First Early Evidence of the Use of Browser Fingerprinting for Online Tracking
Zengrui Liu, Jimmy Dani, Yinzhi Cao, Shujiang Wu, Nitesh Saxena
摘要
While advertising has become commonplace in today's online interactions, there is a notable dearth of research investigating the extent to which browser fingerprinting is harnessed for user tracking and targeted advertising. Prior studies only measured whether fingerprinting-related scripts are being run on the websites but that in itself does not necessarily mean that fingerprinting is being used for the privacy-invasive purpose of online tracking because fingerprinting might be deployed for the defensive purposes of bot/fraud detection and user authentication. It is imperative to address the mounting concerns regarding the utilization of browser fingerprinting in the realm of online advertising. This paper introduces "FPTrace" (fingerprinting-based tracking assessment and comprehensive evaluation framework), a framework to assess fingerprinting-based user tracking by analyzing ad changes from browser fingerprinting adjustments. Using FP-Trace, we emulate user interactions, capture ad bid data, and monitor HTTP traffic. Our large-scale study reveals strong evidence of browser fingerprinting for ad tracking and targeting, shown by bid value disparities and reduced HTTP records after fingerprinting changes. We also show fingerprinting can bypass GDPR/CCPA opt-outs, enabling privacy-invasive tracking. In conclusion, our research unveils the widespread employment of browser fingerprinting in online advertising, prompting critical considerations regarding user privacy and data security within the digital advertising landscape.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper3
- Privacy Settings and Ad Perception: The Shift from Third-Party Cookies to the Privacy SandboxAbir Benzaamia, Oana GogaCHI 2026 · 被引用 1 次
- Byte by Byte: Unmasking Browser Fingerprinting at the Function Level using V8 Bytecode TransformersPouneh Nikkhah Bahrami, Dylan Cutler, Igor BilogrevicCCS 2025
- Uncovering Relationships Between Android Developers, User Privacy, and Developer Willingness to Reduce Fingerprinting RisksAlex Berke, Güliz Seray Tuncay, Michael A. Specter, Mihai ChristodorescuCHI 2026
它引用的顶会 Paper8
- Online Tracking: A 1-million-site Measurement and AnalysisSteven Englehardt, Arvind NarayananCCS 2016 · 被引用 798 次
- Beauty and the Beast: Diverting Modern Web Browsers to Build Unique Browser FingerprintsPierre Laperdrix, Walter Rudametkin, Benoit BaudryS&P 2016 · 被引用 279 次
- Internet Jones and the Raiders of the Lost Trackers: An Archaeological Study of Web Tracking from 1996 to 2016Ada Lerner, Anna Kornfeld Simpson, Tadayoshi Kohno, Franziska RoesnerUSENIX Security 2016 · 被引用 273 次
- (Cross-)Browser Fingerprinting via OS and Hardware Level FeaturesYinzhi Cao, Song Li, Erik WijmansNDSS 2017 · 被引用 199 次
- Fingerprinting the Fingerprinters: Learning to Detect Browser Fingerprinting BehaviorsUmar Iqbal, Steven Englehardt, Zubair ShafiqS&P 2021 · 被引用 143 次
相关 Paper
- Beyond the Crawl: Unmasking Browser Fingerprinting in Real User InteractionsMeenatchi Sundaram Muthu Selva Annamalai, Emiliano De Cristofaro, Igor BilogrevicWWW 2025 · 被引用 4 次
- XHOUND: Quantifying the Fingerprintability of Browser ExtensionsOleksii Starov, Nick NikiforakisS&P 2017 · 被引用 104 次
- Fp-Scanner: The Privacy Implications of Browser Fingerprint InconsistenciesAntoine Vastel, Pierre Laperdrix, Walter Rudametkin, Romain RouvoyUSENIX Security 2018 · 被引用 52 次
- Breaking the Shield: Analyzing and Attacking Canvas Fingerprinting Defenses in the WildHoang Dai Nguyen, Phani VadrevuWWW 2025 · 被引用 2 次
- Him of Many Faces: Characterizing Billion-scale Adversarial and Benign Browser Fingerprints on Commercial WebsitesShujiang Wu, Pengfei Sun, Yao Zhao, Yinzhi CaoNDSS 2023
