The digitalization of manufacturing processes is on the rise, marking the development of Industry 4.0 and the emergence of smart factories. Digital twins (DTs), which are digital replicas of physical assets or processes, are being utilized to enhance business applications. In the manufacturing sector, DTs can be created for asset-specific production lines or even entire production processes. Implementing the simulation of a DT in a manufacturing unit comes with its own set of challenges. It is crucial to integrate accurate and up-to-date data from various sources,