Dynatrace has revolutionized cloud-native service tracing and observability by introducing Davis, an AI-driven root-cause detection engine that reduces the overwhelming amount of alerts and raw data traditionally handled by operations teams. By analyzing causal relationships and collecting events related to the same root cause, Davis effectively minimizes alert spam and aids in faster problem resolution, significantly reducing mean time to resolve (MTTR). The interactive problem mode offers a powerful troubleshooting assistant that maintains context during problem analysis, guiding users through detailed problem-related information with visual markers and side panels. This functionality enables DevOps teams to quickly identify, remediate, and analyze incidents, ensuring a comprehensive understanding of underlying software issues. Additionally, Davis integrates with Service Level Objectives (SLOs), providing immediate context and analysis for SLO degradations, thereby enhancing real-time incident management. The platform invites user feedback through the Dynatrace Community to continually improve its offerings.