Detecting Bots, Scraping, and AI-driven Abuse at the Application Layer
SMRTR summary
Modern bots have evolved beyond simple scripts to behave like real users, executing JavaScript, maintaining sessions, and adapting when blocked. AI-driven automation observes application responses and adjusts tactics, staying under static rate limits while still causing abuse. Legacy detection systems fail because they rely on binary decisions and single signals, missing behavioral patterns that only emerge at the application layer where context and intent matter most.
SMRTR provides this summary for quick context. The original article belongs to Arcjet Blog.
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