Clemson University’s Center for Workforce Development (CUCWD) adopted the Open edX platform to bridge the gap between developing high-impact technical curricula and the infrastructure required to deliver it at scale. By pivoting from local, university-hosted servers to a cloud-native, Kubernetes-based architecture on AWS, the center successfully supports a diverse nationwide network of approximately 20,000 to 25,000 learners. This professionalized infrastructure provides the agility to white-label independent instances for institutional partners while ensuring strict data isolation and compliance. The impact is tangible: the platform now facilitates career-focused training for the aviation and electric vehicle industries, while leveraging advanced analytics and impending AI integrations to move toward data-informed pedagogical interventions.