The white paper explains why traditional bot management approaches fail against modern automated attacks and presents Cequence’s agentless, machine learning-based alternative. Web application firewalls and client telemetry solutions rely on IP blocking, signatures, JavaScript, or SDKs, which attackers easily evade using residential proxies, mimicked browsers, and adaptive behavior, while also degrading performance and developer velocity and leaving APIs exposed. Cequence instead analyzes behavioral intent consistently across web, mobile, and API traffic without client-side integration. It uses ML-based fingerprinting across four detection pillars, tools, infrastructure, credentials, and behavior, applying single-request profiling, multi-request analysis, and intent-based rules. This enable

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