The product represented by this dataset is cast iron, a fundamental material in the ferrous casting industry. Its characteristics are a high carbon equivalent, with good castability, machinability, vibration damping, and wear resistance. Its upstream key raw materials are pig iron smelted in blast furnaces and recovered scrap steel, and downstream it is mainly used in various foundries to produce automotive engine blocks, machine tool beds, pipes, municipal manhole covers, and other mechanical parts and engineering structural components. The system boundary of this dataset covers the entire process from the entry of metal charge materials such as pig iron and scrap steel into the casting and melting workshop, through batching, melting, molten iron treatment, casting, and cooling and cleaning, until the output of qualified cast iron products (ingots or parts). The dataset includes the main raw and auxiliary materials, energy, and waste in the production process; infrastructure such as the manufacturing of production equipment and the construction of plants is not included within the dataset boundary. The data inventory is formed by merging data from multiple sources.