Modern cloud environments on AWS produce more telemetry data than any team can meaningfully interpret. This challenges the dashboard-first observability mindset and makes the case for AI-augmented systems that automatically correlate signals across CloudWatch, X-Ray, and third-party APM tools, surfacing actionable insights rather than raw data, and enabling engineers to focus on resolution rather than detection.