The transition from TensorFlow Estimators to Keras models represents a significant evolution in the workflow and paradigm of machine learning model creation, training, and deployment, particularly within the TensorFlow and Google Cloud ecosystems. This change is not merely a shift in API preference but reflects broader trends in accessibility, flexibility, and the integration of modern