Since the widespread adoption of cloud data warehouses, a new analytics stack has emerged that enables practitioners to move, transform, and analyze data. However, previously, this stack did not support the development of predictive or other machine learning models. To address this gap, Continual is providing early access to its platform, which enables users to implement operational AI/ML systems with data, features, and predictions that live inside the data warehouse. The Continual AI platform includes a warehouse-based feature store and declarative framework for defining models.