The practical experience of deploying Web applications in different environments (including cloud-based) using the Continuous Delivery method. An overview of the solution structure and the technologies used: Docker, Rancher, Ansible, Selenium Grid, GoCD, DigitalOcean, GitLab. Problems experienced by Return on Intelligence experts during the development of the solution. A description of the suggested process of the development of an application using skeleton and a discussion about its further development.