Cybersecurity threats are constantly evolving, with site contamination posing a significant risk to individuals and organizations alike. Malicious actors often employ sophisticated techniques to infiltrate malware into seemingly innocent websites. This can result in a range of consequences, including data exfiltration, system hacking, and financial