Dynatrace's Cloud Native Full Stack injection for Kubernetes introduces a new level of flexibility and automation for AI-powered observability, offering an alternative to the traditional Classic Full Stack injection. This innovation caters to large enterprises by enabling rapid onboarding of teams through namespace selectors and facilitating the segmentation of observability data across multiple Dynatrace environments. It addresses common challenges like race conditions in Kubernetes node autoscaling through a mutating webhook pod, ensuring robust monitoring without disruptions. By leveraging Kubernetes standards, organizations can independently manage metrics, logs, and traces without extensive intervention, streamlining operations and enhancing agility. The solution supports compliance and privacy needs by allowing data to be split between different environments, and it simplifies deployments using standard Kubernetes commands. As Dynatrace continues to innovate, this foundation paves the way for future enhancements in Kubernetes observability, promising continued improvements in automated alerting and container management.