How do we run CI/CD processes in SaaS tool which runs over 1 000 000 builds monthly? Starting with a change in the source code, through unit tests, acceptance tests, staging and live mirror servers, ending up on the production. I will talk about challenges, difficulties and best practices of Continuous Delivery in the development process and how all of that refers to Agile methodology.