Robot/Scraper Detection from Server Logs

Goal: detect robots/scrapers from logs. Data: server logs (CDN/WAF), GA4 anomalies. Steps: 1) UA/IP reputation, JA3/TLS fingerprints; 2) Request-rate and path entropy anomalies; 3) Honeypot endpoints; 4) Impact on KPIs. Output: filter rules and mitigation recommendations.