Design an auto-scaling architecture for a system with highly variable traffic patterns, including predictable daily peaks, unpredictable viral spikes, and cost optimization requirements. How do you handle the tension between responsiveness and cost?

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Designing auto-scaling for highly variable traffic requires combining multiple scaling strategies that handle different patterns. No single mechanism addresses all scenarios, so the architecture layers reactive, predictive, and scheduled scaling with cost-aware infrastructure…