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Introduction: Why Enterprise Operations Need AIOps Architecture Enterprise IT operations are experiencing unprecedented transformation. Modern organizations manage complex technology ecosystems spanning public clouds, private clouds, hybrid infrastructures, containerized platforms, microservices architectures, edge computing environments, and globally distributed applications. Every service continuously generates operational data in the form of logs, metrics, traces, alerts, and events. This operational data explosion creates both opportunity and complexity. While organizations have access to more insights than ever before, traditional monitoring and operational management approaches often struggle to process and interpret this information effectively. Technology teams frequently encounter: Alert fatigue from excessive notifications Fragmented visibility across multiple tools Slow root-cause analysis Increasing service dependencies Rising operational costs Difficulty scaling operationa...