This dataset represents a product that is titanium sponge, a porous metallic titanium element prepared from refined titanium tetrachloride via a combined magnesium-reduction–vacuum-distillation method. Its appearance is usually light-grey granular, with a clean surface and no visible inclusions, and it has the physical characteristics of being porous and loose in structure. Titanium sponge is an unformed primary titanium metal raw material that must undergo melting and densification treatment before it can be subjected to industrial deep processing; it is the core basic raw material for preparing titanium and titanium-alloy ingots, titanium powder and various titanium products, and is also an important base material for industrial titanium-alloy production and processing. The upstream raw material of this product is refined titanium tetrachloride, and the downstream, through the melting process, can be processed into products such as titanium ingots and titanium-alloy billets, being widely applied in aerospace, high-end equipment manufacturing, chemical corrosion protection, medical devices and other fields; it is a key core intermediate product in the deep-processing stage of the titanium industry. The dataset includes the main raw and auxiliary materials, energy and wastes in the production process; infrastructure such as the manufacture of production equipment and plant construction is not included within the boundary of the dataset; the data inventory is formed by merging data from multiple sources.