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.

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Author: Tsubasa Kato

Model: GPT-5 Thinking

Category: Web Analytics

Tags: robots;scrapers;waf;logs

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Prompt ID:
68f70f6fe8e88ad0c2de476f

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