
Human error is not a weakness of individuals it is a predictable outcome of complex systems operated under pressure. In traditional infrastructure models, servers are treated as long-lived assets. They are logged into, patched manually, configured incrementally, and “fixed” in place. Every such action introduces drift. Over time, no two servers are truly identical,…

Modern systems don’t fail loudly anymore they fail subtly. Latency creeps up, error rates spike only under specific conditions, or a single downstream dependency slows everything without throwing an obvious error. If your only line of defense is logs, you are already late. Observability is not just another monitoring buzzword. It is a discipline…