Modern Systems Rarely Fail Without Warning Most production incidents do not start with a major outage. A server configuration changes during a deployment. A software dependency gets updated in one environment but not another. A temporary fix made during an emergency becomes permanent. Everything continues working normally for days or even weeks. Then suddenly, an application slows down, a service becomes unavailable or customers start reporting issues. The reality is that man