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