Data engineering is undergoing a renaissance. Building and managing databases, ETL, and warehouses is no longer its sole remit. Today, it sits side by side with solution engineers creating intelligent applications and platforms. Moving upstream into applications brings a DevOps mindset and a CI/CD approach to data that requires a platform for fast, scaled, and collaborative development. This report describes the DataOps capabilities toolkit you need to make your aspirations of being insight-driven a reality.