The Containers module within MachaOn is designed for creating containerized applications by composing artifacts from the Maven repository and integrating custom configurations. This module streamlines the deployment of modular applications via Docker, enabling developers to combine application 'bricks' such as database integrations, messaging systems, and UI frameworks into final builds.