Successfully managing the industrial chemical supply chain presents specific challenges for organizations . This essential network involves sourcing raw materials, delivering them to manufacturing facilities, and finally, supplying finished products to customers . Ensuring a steady flow of chemicals requires thorough planning, robust relationships