Successfully controlling the industrial chemical supply chain presents specific challenges for businesses . This critical network involves procuring raw materials, transporting them to manufacturing facilities, and finally, supplying finished products to customers . Ensuring a consistent flow of chemicals requires thorough planning, strong relation