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The Performance Metrics Aggregator skill enables Claude to streamline observability by consolidating disparate performance data into a centralized monitoring system. It guides users through designing consistent metrics taxonomies, selecting optimal aggregation tools like Prometheus or CloudWatch, and configuring automated dashboards and alerts. By bridging the gap between raw system data and actionable insights, this skill helps developers and DevOps teams maintain system health, troubleshoot bottlenecks, and ensure optimal performance across complex infrastructure.