Adaptive throttling – dynamically adjusting the rate and pattern of web requests based on live telemetry – is now a core requirement for any serious web scraping operation. Modern websites deploy sophisticated bot-detection systems that monitor request rates, IP behavior, browser fingerprints, JavaScript execution, and even user-interaction patterns. Static rate limits or naive “sleep” intervals are no longer sufficient.