Billets can serve as raw materials for downstream processes, and through processing methods such as rolling, forging, and drawing, are made into finished steel products of various specifications and shapes, such as steel plates, steel pipes, and steel bars. 304 stainless steel, also known as 18/8 stainless steel, is one of the most widely used austenitic stainless steels. Its main composition includes approximately 18% chromium and 8% nickel, along with iron and small amounts of carbon, manganese, silicon, phosphorus, and sulfur. Stainless steel billets are the primary form in the stainless steel manufacturing process and are typically further processed into various stainless steel products. The production process of billets includes aspects such as converter steelmaking, molten steel refining, and casting and shaping of molten steel, covering energy consumption, material consumption, waste treatment, and environmental emissions during the production process. This dataset is formed by merging data from multiple sources. The dataset describes a nickel input of approximately 0.09 kg per kg of steel in the basic oxygen furnace steelmaking process.