Developed and delivered MCE product label mapping for the openshift-eng/art-tools repository, focusing on aligning Konflux and CPE labeling with existing ACM onboarding configurations. The work introduced new mapping structures such as PRODUCT_NAMESPACE_MAP and PRODUCT_KUBECONFIG_MAP to ensure consistent labeling across Multicluster Engine deployments, supporting onboarding automation and cross-repository consistency. Implemented primarily in Python with a backend development focus, the changes addressed the need for reliable label rebasing and improved workflow alignment. No major bugs were fixed during this period, with efforts concentrated on feature delivery and integration of mapping logic to streamline deployment processes and configuration management.