Explain the three pillars of observability: logs, metrics, and traces. How would you implement a comprehensive monitoring strategy for a distributed application?

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Observability is the ability to understand the internal state of a system by examining its external outputs. In distributed systems, this becomes critical because problems are harder to diagnose when requests span multiple services.