How can a user troubleshoot a 'cyberdropdownloader scrape failure' when DDoS Guard is suspected?

Troubleshooting involves analyzing the failure logs for specific error messages, checking the scraper's IP reputation, implementing delays and randomizations in request timing, rotating IP addresses (e.g., using proxies), ensuring valid user-agent strings are used, and potentially configuring the scraper to use headless browsers that render JavaScript, as some protection mechanisms rely on dynamic content loading.