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Building a Failure Sandbox: Simulating SaaS Incidents End-to-End

A single service failure rarely fails alone. When one component breaks, the resulting symptoms ripple through application behavior, background jobs, logging, and user perception. This article examines how a deliberately induced failure propagated through a SaaS system, and why the most important support work happens before a root cause is ever clear.