The product represented by this dataset is cathode zinc, a core intermediate product yielded by the electrowinning process in the hydrometallurgical zinc flow, with prominent core characteristics: the zinc purity can reach 99.99% with extremely low impurity content and strong purity stability; it mostly appears as flakes or plates with a regular physical form, is chemically stable, and can directly match the requirements of subsequent melting and casting. Its upstream and downstream industry chains are closely connected: the upstream core raw material is fresh zinc sulfate solution (obtained from the leaching and purification of zinc calcine), and downstream is the zinc metal melting and casting stage, where it serves as the core raw material for the melting and casting process, producing finished zinc metal through heating and melting, refining and impurity removal, and casting forming, which is then processed into galvanized materials, zinc alloys, and other terminal products. It broadly supports the development of construction, transportation, electric power, manufacturing, and other industrial fields, and is a key intermediate carrier in the hydrometallurgical zinc industry chain connecting fresh zinc sulfate solution with finished zinc metal. The entire production process focuses on the electrowinning stage of hydrometallurgical zinc, covering the full electrochemical conversion process from the input of fresh zinc sulfate solution to the output of finished cathode zinc. 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.