Worked on the rancher/autoscaler repository over a two-month period, focusing on enhancing observability, reliability, and code quality. Delivered a structured error logging feature using Go and klog, migrating from formatted strings to structured logs to improve monitoring and enable machine-readable traces. This approach provided more actionable error contexts, supporting faster incident triage and proactive detection in Kubernetes scaling workflows. Additionally, refactored Cluster Feeder tests to simplify boolean logic and imports, and applied a repository-wide gofmt pass to ensure consistent code formatting. These efforts improved maintainability and test reliability without introducing functional changes, preparing the codebase for future development.