Sophisticated attacks exploit nuances of modern web applications and cloud infrastructure which requires visibility inside applications that WAF, EDR and cloud security solutions lack. Most attacks on web applications requires understanding of application’s execution and context. WAF, EDR and cloud security solutions do not understand web application architecture as well as lack the language support so cannot provide effective web application protection against sophisticated attacks like Remote Code Execution and SQL injection. Also, traditional security solutions use pattern matching, machine learning and signature-based technology resulting in many missed zero-day attacks and false alerts.