Layer 7 DDoS attacks represent a major challenge for today's web applications. Unlike basic network-layer defenses, Layer 7 protection focuses on the application layer, scrutinizing HTTP requests and detecting malicious data . This complex type of defense uses techniques like behavioral investiga