ML-based bot management for retail traffic
Retail bots are not generic scrapers. They are sophisticated, AI-driven, and purpose-built to scrape prices, hoard inventory, stuff credentials, and scalp limited-edition products. Cloudflare's bot management uses machine learning scoring, JavaScript challenges, and behavioural analysis to distinguish real shoppers from automated threats.
- ML-based bot scoring with real-time classification
- Challenge mechanisms that do not degrade the shopping experience
- Protection against credential stuffing, account takeover, and fake account creation







