This thesis outlines the key aspects of developing and scaling a smart control system to integrate multiple products and manufacture sites based on an analysis performed in collaboration with the Data Science Department of Haleon UK. Nowadays consumers are looking for a broader variety of oral healthcare and in particular toothpastes. This trend towards products increasingly aligned with their needs contributes to an ever-increasing demand curve. The manufacturing processes of toothpastes are highly complex, involving key steps such as ingredient addition, mixing, control of pressure, temperature, and speeds. To proactively monitor these manufacturing processes, Haleon, a multinational consumer health care company, developed a nearly real-time smart control system that guarantees an optimal output not only in terms of product specifications but also in terms of process time, costs and resources.