In the engineering lifecycle of enterprise internet systems, safeguarding transactional procedures needs a positive threat-intelligence framework. When high-velocity customer links range right into numerous concurrent requests throughout multi-region networks, standard boundary defense frameworks fail to stop innovative, automatic attack surface areas. This evaluation breaks down the machine-learning filter pipes, behavior profiling engines, and real-time journal…