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This skill empowers Claude to design and implement sophisticated auto-scaling strategies tailored to specific application needs and infrastructure environments. By analyzing target metrics such as CPU utilization, memory pressure, or request counts, the skill generates platform-specific configuration code—including Kubernetes Horizontal Pod Autoscalers (HPA)—that adheres to industry best practices. It is particularly useful for DevOps engineers looking to automate resource management, improve system resilience, and optimize cloud costs through dynamic resource allocation.