Malware-Facilitated E-commerce Fraud: A Link Analysis of Black-hat SEO based E-commerce Fraud Actor Groups targeting Japan

The financial impact of fraudulent e-commerce schemes has been increasing steadily. Several research reports demonstrate that some threat actors compromise legitimate websites and deploy malware for black-hat search engine optimization (SEO). This malware facilitates SEO poisoning, causing search engines to display deceptive lure pages as if hosted on the compromised sites, effectively redirecting users to fraudulent e-commerce platforms and increasing the risk of victimization. This study focuses on these threat actors and their tactics. To investigate relationships between malware families employed by these groups, we collected data on 2,852 command and control (C2) servers associated with 10 distinct malware families, alongside 697,816 fake e-commerce sites identified through these servers. We subsequently analyzed this data using Maltego, a widely recognized link analysis tool. Our results suggest the presence of four distinct groups each utilizing a single, unique malware family, and two groups operating multiple families. This analysis also provides valuable insights into the characteristics of these malware families.

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Publication Details

Journal
Digital Threats Research and Practice
Published
2026-03-27
DOI
https://doi.org/10.1145/3805707
Primary Topic
Spam and Phishing Detection
Type
article
Field-Weighted Citation Impact
0.00
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article

Malware-Facilitated E-commerce Fraud: A Link Analysis of Black-hat SEO based E-commerce Fraud Actor Groups targeting Japan

Shingo Matsugaya, Kosuke Takeshige, Makoto SHIMAMURA, Keisuke Sakai et al.
Digital Threats Research and Practice
Spam and Phishing Detection
article

Malware-Facilitated E-commerce Fraud: A Link Analysis of Black-hat SEO based E-commerce Fraud Actor Groups targeting Japan

Shingo Matsugaya, Kosuke Takeshige, Makoto SHIMAMURA, Keisuke Sakai, Masaki Hashimoto
article en

Abstract

The financial impact of fraudulent e-commerce schemes has been increasing steadily. Several research reports demonstrate that some threat actors compromise legitimate websites and deploy malware for black-hat search engine optimization (SEO). This malware facilitates SEO poisoning, causing search engines to display deceptive lure pages as if hosted on the compromised sites, effectively redirecting users to fraudulent e-commerce platforms and increasing the risk of victimization. This study focuses on these threat actors and their tactics. To investigate relationships between malware families employed by these groups, we collected data on 2,852 command and control (C2) servers associated with 10 distinct malware families, alongside 697,816 fake e-commerce sites identified through these servers. We subsequently analyzed this data using Maltego, a widely recognized link analysis tool. Our results suggest the presence of four distinct groups each utilizing a single, unique malware family, and two groups operating multiple families. This analysis also provides valuable insights into the characteristics of these malware families.

Digital Threats Research and Practice
Kagawa University (JP), Kanagawa Prefectural Police Department (JP), Chiba Prefectural Police (JP), Trend Micro (Japan) (JP)
Peace, Justice and strong institutions
Openalex Percentile: Top 5%
Spam and Phishing Detection
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