USENIX Security2019Top-tier venue
Inadvertently Making Cyber Criminals Rich: A Comprehensive Study of Cryptojacking Campaigns at Internet Scale
Hugo L. J. Bijmans, Tim M. Booij, Christian Doerr
Abstract
Since the release of a browser-based cryptominer by Coinhive in 2017, the easy use of these miners has skyrocketed illicit cryptomining in 2017 and continued in 2018. This method of monetizing websites attracted website owners, as well as criminals seeking new ways to earn a profit. In this paper, we perform two large studies into the world of cryptojacking, focused on organized cryptomining and the spread of cryptojacking on the Internet. We have identified 204 cryptojacking campaigns, an order of magnitude more than previous work, which indicates that these campaigns are heavily underestimated by previous studies. We discovered that criminals have chosen third-party software -such as WordPress -as their new method for spreading cryptojacking infections efficiently. With a novel method of using NetFlow data we estimated the popularity of mining applications, which showed that while Coinhive has a larger installation base, CoinImp WebSocket proxies were digesting significantly more traffic in the second half of 2018. After crawling a random sample of 49M domains, 20% of the Internet, we conclude that cryptojacking is present on 0.011% of all domains and that adult content is the most prevalent category of websites affected.
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Install the CLIlune papers fulltext 19d73ce6-300d-42eb-b16e-c6bca57fa55eCited by top-tier papers6
- Catching Phishers By Their Bait: Investigating the Dutch Phishing Landscape through Phishing Kit DetectionHugo L. J. Bijmans, Tim M. Booij, Anneke Schwedersky, Aria Nedgabat et al.USENIX Security 2021 · 61 citations
- Just the Tip of the Iceberg: Internet-Scale Exploitation of Routers for CryptojackingHugo L. J. Bijmans, Tim M. Booij, Christian DoerrCCS 2019 · 32 citations
- MinerRay: Semantics-Aware Analysis for Ever-Evolving Cryptojacking DetectionAlan Romano, Yunhui Zheng, Weihang WangASE 2020 · 30 citations
- Ready Raider One: Exploring the Misuse of Cloud Gaming ServicesGuannan Liu, Daiping Liu, Shuai Hao, Xing Gao et al.CCS 2022 · 2 citations
- A Lightweight IoT Cryptojacking Detection Mechanism in Heterogeneous Smart Home NetworksEge Tekiner, Abbas Acar, A. Selcuk UluagacNDSS 2022
Builds on2
- MineSweeper: An In-depth Look into Drive-by Cryptocurrency Mining and Its DefenseRadhesh Krishnan Konoth, Emanuele Vineti, Veelasha Moonsamy, Martina Lindorfer et al.CCS 2018 · 162 citations
- How You Get Shot in the Back: A Systematical Study about Cryptojacking in the Real WorldGeng Hong, Zhemin Yang, Sen Yang, Lei Zhang et al.CCS 2018 · 120 citations
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