Worked on the zesty-co/kompass repository to deliver enhanced resource monitoring capabilities for Kubernetes environments. Developed features that track the delta between initial and desired resource states, enabling more precise observability and supporting accurate capacity planning. Leveraged Helm and YAML to update deployment charts, ensuring seamless integration of new monitoring features and improved deployment consistency. Introduced customizable CPU and memory quantile aggregation methods, along with a recording rule to quantify resource state changes. These enhancements reduced manual intervention and risk in production by enabling faster reconciliation decisions, reflecting a focused approach to improving monitoring and operational efficiency within Kubernetes-based systems.