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Detecting browser extensions for bot detection, lessons from LinkedIn and Castle


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2026-01-14 10:53:20
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Blue Team (CND)

Modern bot detection rarely deals with obviously fake browsers. Most large-scale automation today runs inside browser instances, with patched fingerprints, realistic behavior, and few visible automation artifacts. This pushes detection systems toward weaker, contextual signals rather than single hard indicators.


Browser extensions are one such signal.


Extensions run in separate


The post Detecting browser extensions for bot detection, lessons from LinkedIn and Castle appeared first on Security Boulevard.



Antoine Vastel

Source: Security Boulevard
Source Link: https://securityboulevard.com/2026/01/detecting-browser-extensions-for-bot-detection-lessons-from-linkedin-and-castle/


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