During April 2026, contributed to the redhatci/ansible-collection-redhatci-ocp repository by developing a VM Metadata Labeling and Categorization feature for kvirt integration. This work introduced optional metadata labels to both VM templates and individual VM specifications, enabling more effective tagging, categorization, and filtering of virtual machines. Leveraging Ansible, Kubernetes, and YAML, the implementation focused on supporting automation, policy enforcement, and cost management while maintaining backward compatibility by making the new labels opt-in. The approach emphasized clear code structure and messaging, aligning with governance and lifecycle management goals, and delivered business value without introducing new bugs during the release period.