Organizations are increasingly migrating workloads to the cloud for modernization, cost savings, and elasticity, exemplified by StepStone's transition of Microsoft-related workloads to AWS Cloud, as discussed in a presentation by Jacek Jaworski at the AWS Summit in Berlin. Utilizing Dynatrace Davis and its deterministic AI, StepStone enhances IT operations by automating problem detection and root cause analysis, avoiding the limitations of simple metric threshold alerting. This approach was demonstrated with a case where a slow disk on a Windows host impacted service-level agreements (SLAs), triggering notifications through PagerDuty and Slack, which facilitated team response via a BlueJeans meeting. Dynatrace's integration with AWS metadata and its advanced monitoring capabilities, like Smartscape and PurePath, allow for comprehensive application stack analysis, thereby focusing on issues that affect service performance and end-user experience. The Dynatrace ServiceFlow tool aids enterprise architects in identifying architectural vulnerabilities and improving fault tolerance, with further blog posts planned to detail StepStone’s architectural evolution and integration of monitoring data into continuous delivery pipelines.