A First Look at Ad Blocking Apps on Google Play
Muhammad Ikram, Mohamed Ali Kaafar

TL;DR
This study examines 97 Android adblocking apps from Google Play, revealing many do not effectively block ads or trackers and often contain malware or excessive permissions, highlighting gaps in mobile adblocker effectiveness and security.
Contribution
First comprehensive analysis of Android adblockers on Google Play, uncovering their actual effectiveness, privacy risks, and presence of malware, which was previously underexplored.
Findings
Many adblockers do not block ads or trackers effectively.
A significant number contain malware or excessive permissions.
User reviews indicate dissatisfaction with adblocker performance.
Abstract
Online advertisers and analytics services (or trackers), are constantly tracking users activities as they access web services either through browsers or a mobile apps. Numerous tools such as browser plugins and specialized mobile apps have been proposed to limit intrusive advertisements and prevent tracking on desktop computing and mobile phones. For desktop computing, browser plugins are heavily studied for their usability and efficiency issues, however, tools that block ads and prevent trackers in mobile platforms, have received the least or no attention. In this paper, we present a first look at 97 Android adblocking apps (or adblockers), extracted from more than 1.5 million apps from Google Play, that promise to block advertisements and analytics services. With our data collection and analysis pipeline of the Android adblockers, we reveal the presences of third-party tracking…
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Taxonomy
TopicsAdvanced Malware Detection Techniques · Spam and Phishing Detection · Network Security and Intrusion Detection
