Continuous casting refers to the production process of continuously casting refined molten steel into billets of different types and specifications. The main equipment includes a turret, tundish, mold, and straightening machine. This process represents the continuous casting of 1 kg of refined molten steel, resulting in 0.958 kg of continuous cast slab. This process should be used together with the production data of 1 kg of refined molten steel. The continuous casting process includes molten steel preparation, casting, cooling, and cutting. This dataset includes energy consumption, auxiliary material consumption, and generated by-products or waste in the continuous casting process. The data inventory is compiled from multiple data sources.