The Modular Supercomputer Architecture (MSA) developed in the DEEP-EST research project is a blueprint for large-scale heterogeneous systems supporting the different requirements of HPC, Big Data Analytics and Machine Learning with highest efficiency and scalability. The MSA is based on the Cluster-Booster architecture developed in the previous DEEP and DEEP-ER projects.