systemdr.substack.com/p…

In high-scale distributed architectures, a marginal increase in latency within a leaf service is rarely an isolated event. Instead, it frequently serves as the catalyst for cascading failures—a systemic collapse where resource exhaustion propagates upstream, transforming localized degradation into a total site outage.