Successfully managing the industrial chemical supply chain presents distinct challenges for organizations . This essential network involves sourcing raw materials, transporting them to processing facilities, and finally, distributing finished products to customers . Ensuring a reliable flow of chemicals requires meticulous planning, strong relation