The product represented by this dataset is high-nickel matte, a core intermediate product obtained from copper-nickel mixed concentrate through a pyrometallurgical smelting process (flash smelting furnace - converter blowing - electric furnace slag cleaning), with prominent core characteristics: its main chemical components are nickel sulfide and copper sulfide, with a nickel content as high as 46.6%, indicating an outstanding nickel metal enrichment effect. It appears as a molten mass or, after cooling, as a lump, and in addition to the core nickel and copper components, it also contains a certain proportion of iron and sulfur, with stable composition and strong compatibility with subsequent extraction processes. Its upstream and downstream industry chains are closely connected: the upstream core raw material is copper-nickel mixed concentrate, and downstream it is directly applied in the electrolytic nickel extraction stage as the core raw material for hydrometallurgical smelting or refining processes. After treatment, electrolytic nickel can be efficiently separated and extracted, while valuable metals such as copper are recovered. It broadly supports the development of metallurgy, new energy, electronics, aerospace, and other key industrial fields, and is a key intermediate carrier in the nickel-copper smelting industry chain connecting mixed concentrate with electrolytic nickel products. The entire production process focuses on the pyrometallurgical smelting stage, covering the full conversion process from the input of copper-nickel mixed concentrate to the output of finished high-nickel matte. 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.