It is important to ensure that managing the data across intricate manufacturing steps presents significant challenges, chiefly in maintaining the data consistency and connectivity. A promising solution lies in creating a semantic layer over the whole manufacturing infrastructure. This concept has been explored in research projects such as KIproBatt , ViPro , and DataBatt [67], guiding the path towards comprehensive machine-readable process data.