Make traffic easy to compare

Assign each test a run ID. Keep the dataset and request sequence fixed, then change one variable: client, headers, cookies, pacing, or concurrency. Compare the request logs before turning a matched signal into a blocking rule.

Article 4 · Synthetic editorial content for scraping tests.