Walk through your systematic approach to identifying and resolving performance bottlenecks in a distributed system where response times have gradually increased over the past month.

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A gradual latency increase in a distributed system points to a slow-building bottleneck rather than a sudden failure. This requires methodical investigation across multiple layers. Here is my systematic approach. Step one is scoping the problem.