Successfully managing the industrial chemical supply chain presents specific challenges for companies. This vital network involves obtaining raw materials, transporting them to manufacturing facilities, and finally, distributing finished products to customers . Maintaining a consistent flow of chemicals requires careful planning, strong relationshi