The goal of supply chain monitoring is to provide an efficient tracking system for ensuring a secure flow of goods and services throughout the supply chain. Supply chain monitoring helps identify and address unexpected events early. There are five main components in supply chain networks including manufacturing, warehousing, procurement, logistic / transportation and demand. Numerous factors in each of the five components of the supply chain have direct impacts on sales and production. This paper presents a comprehensive method to monitor and analyze the impacts of these factors on both sales and production, ultimately aiming to identify areas for cost reduction and improvement. To achieve this goal, the sales and production are modeled and evaluated. Then, products with out-of-control behavior are simultaneously identified. Finally, to optimize out-of-control products, we considered the most influential factors affecting sales and production. The optimal values for out-of-control products are selected, which minimize operating costs while simultaneously maximizing operating profits within the supply chain. A case study in the personal care industry shows that the method increases the operation profit rate for out-of-control products.