With techniques such as continuous delivery becoming more mainstream, automated database migrations are a baseline capability for many software teams. While there are many tools in this space, we continue to recommend Flyway for its low-friction approach. Flyway has a vibrant open-source community behind it, and support for both traditional and cloud-based databases such as Amazon Redshift and Google Cloud SQL.