In today's modern digitised environment, the manufacturing industry faces multiple interwoven challenges that can have a serious impact on their overall performance and sustainability. These challenges include supply chain disruptions, with events such as natural disasters, geopolitical issues, and pandemics disrupting the global supply chain, affecting the timely delivery of raw materials and components. These disruptions put pressure on manufacturing organisations to better plan for potential supply chain uncertainty, while responding quickly to changes in customer demand, and also trying to keep costs low.