The product represented by this dataset is direct reduced iron, a key intermediate product of the short-process route in steel production. Its production does not rely on coke and blast furnaces and has significant low-carbon potential. The upstream key raw materials are pellets and reducing gas, and downstream it is mainly used in electric arc furnace steelmaking. The core feature of this dataset is its use of a diversified, low-carbon reducing gas system composed of natural gas, coke oven gas, and hydrogen. The system boundary covers the entire process from the entry of pellets and the three gaseous raw materials into the shaft furnace reduction system, through gas treatment, shaft furnace reduction, and product cooling and handling, until the output of qualified DRI product. Specifically, it includes the consumption of all main raw and auxiliary materials (iron ore, the three gases, cooling medium) and energy (electricity and the chemical energy of the fuel gas itself) in the above processes, as well as the waste gas and dust generated in the process. 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.