Errors in modern distributed systems can lead to significant business losses due to prolonged downtimes. A structured approach to error analysis, leveraging observability tools like New Relic, enables teams to transition from symptom-driven responses to effective root cause investigations, ultimately reducing mean time to recovery (MTTR) and improving system reliability.