Introduction As cloud infrastructures evolve toward extreme scale, incident response has transitioned from a primarily reactive engineering function to a core reliability discipline. Modern cloud incidents are rarely caused by single-point failures. Instead, they emerge from complex interactions between services, control planes, configuration systems, and external dependencies. In this environment, the central challenge of incident response is no longer detection, but interpretation.