Successfully overseeing the industrial chemical supply chain presents distinct challenges for businesses . This critical network involves obtaining raw materials, transporting them to manufacturing facilities, and finally, delivering finished products to clients . Ensuring a reliable flow of chemicals requires careful planning, strong relationships