Enterprise IT operations are undergoing a fundamental transformation. As organizations expand their digital ecosystems, operational complexity has increased dramatically. Modern IT environments consist of hybrid cloud infrastructure, microservices architectures, distributed applications, container platforms, and a growing network of integrated SaaS services. Each component generates telemetry data that must be monitored and interpreted to ensure service reliability.