A Flask-based REST-API proxy solution enables enterprises to securely access Amazon SageMaker MLflow via HTTPS without direct SDK usage, combining an Application Load Balancer, a Flask proxy service, and SageMaker MLflow to meet enterprise-wide security and infrastructure requirements.