We combine the expertise available at Fraunhofer ENAS in the fields of physics simulation and technology with data science concepts. This includes the digitalization of our cleanroom processes and process chains based on the MES connection of the process equipment and measuring devices. We also use data management concepts and digital twins to save the technologists work with intelligent automation of evaluations.