EDUCATION & TRAINING
From Fingerprints to AI Behavioral Scoring: Bot Detection in 2026
Dev.to Machine Learning
About This Tutorial
Bot-detection sounded mostly settled at the end of 2023. Cloudflare Bot Management had become the de-facto consumer baseline. DataDome dominated e-commerce. Akamai Bot Manager handled the enterprise. Imperva quietly held the financial-services market. The product categories felt mature and the rules of engagement between detectors and scrapers felt stable. By May 2026 it is anything but. Cloudflare, DataDome, Akamai and Imperva have all shipped meaningful changes in the last twelve months, and the playbooks that worked through Q4 2024 do not work the same way today.