Successfully managing the industrial chemical supply chain presents distinct challenges for businesses . This essential network involves obtaining raw materials, shipping them to processing facilities, and finally, distributing finished products to customers . Ensuring a reliable flow of chemicals requires meticulous planning, robust relationships