Building Strong Defences: The Intricacies of Effective Bot Mitigation – Part 1

This blog outlines the 2024 bot mitigation landscape and explains the three pillars of effective defense—data collection, classification, and mitigation—highlighting the need for resilient, performant telemetry gathering, balanced and explainable classifiers, and real-time validation to resist reverse engineering and telemetry manipulation. It contrasts human challenges (e.g., CAPTCHAs) with invisible challenges, details adversary techniques like adversarial inputs, data poisoning, and model stealing, and emphasizes the importance of rapid adaptation against sophisticated, monetization-driven bot operations.