On December 7, 2021, Amazon Web Services (AWS) faced a significant outage in its US-East-1 region, which highlighted the complex interplay of systems within cloud infrastructure and the importance of reliability engineering. The incident, triggered by an automated scaling event, led to unexpected behavior and network congestion impacting some AWS services while sparing others. Factors such as impaired monitoring, affected deployment systems, and the need for careful remediation to avoid further disruptions complicated the resolution process. The outage underscored the necessity of effective monitoring, rapid deployment of fixes, and adherence to safe deployment practices, such as canary or staggered strategies. Additionally, the Synchronization of Chaos theory suggests that integrating more AWS services can mitigate chaos, and AWS’s Well-Architected Framework offers guidance on using availability zones and multi-region designs for enhanced reliability. To mitigate similar risks, practices like validating monitoring tools through controlled incidents, ensuring backup systems for deployments, and leveraging redundancies are essential.