This dataset covers the entire process in which pig iron and steel scrap, as the primary metallic raw materials, are melted, composition-adjusted to produce qualified molten iron, and then cast into iron castings. The main inputs include pig iron, steel scrap, carburizers, slag-forming agents (e.g., limestone and fluorite), and electricity; the main outputs are iron ingots or castings, as well as solid wastes such as slag and dust, and flue gases. The major process units, in sequence, are: pretreatment and batching of furnace burdens; melting in an induction furnace to obtain high-temperature molten iron; rapid on-site composition analysis of the molten iron and adjustment to the target range (via inoculation treatment or alloying); casting of the qualified molten iron; and cooling, shakeout, cleaning, and, if required, heat treatment of the castings.