It delves into the challenges, benefits, and practical aspects of integrating Digital Twins into industrial processes. The aim of the study was to develop a Digital Twin demonstrator that sheds light on suitable technologies, their readiness levels, current limitations, and potential future benefits. One of the key challenges addressed in the study is the need for high-quality and reliable data for Digital Twins. Incomplete or incorrect data can impact the accuracy and reliability of the Digital Twin. Additionally, not all necessary data sources may be readily available, especially when dealing with older machines or systems not designed for integration with Digital Twins.