Codefresh is the only CI/CD to offer interactive debugging with breakpoints. Start a pipeline in debug mode and add breakpoints just like you would with an IDE. You can run commands before steps or override a step to drop into the step container!

More than just debugging, this is an interactive way to build pipelines in realtime and the whole thing is subject to role-based access controls for security.