Billets can serve as raw materials for downstream processes, being rolled, forged, or drawn into finished steel products of various specifications and shapes, such as steel plates, steel pipes, and steel bars. Silicon steel, also known as electrical steel, is a type of steel containing silicon (Si), with a typical silicon content of 1.0--4.5% and a carbon content less than 0.08%, which can be divided into two major categories: grain-oriented silicon steel and non-oriented silicon steel. The production process of steel billets includes converter steelmaking, molten steel refining, casting, and shaping of molten steel, covering energy consumption, material consumption, waste treatment, and environmental emissions required during the production process. This dataset is formed by merging data from multiple sources.