Cyber threats are increasing globally, challenging the effectiveness of typical standards of protection. The latest surge in attacks combines network and application layer strategies, resulting in massive request-per-second (RPS) web DDoS assaults. These encrypted, high-volume Layer 7 (L7) DDoS attacks mimic legitimate traffic and employ various evasion techniques, including randomizing HTTP headers and cookies, spoofing IPs, and more.