This dataset represents a product that is emulsion explosive, a water-in-oil emulsified industrial explosive formed under the action of an emulsifier with an ammonium nitrate aqueous solution as the dispersed phase and an oil phase as the continuous phase. Its main components include the ammonium nitrate aqueous solution, oil-phase materials, emulsifier and sensitizer; its detonation velocity is approximately 3500–5500 m/s and its density is 1.05–1.35 g/cm³. It has excellent water resistance and relatively low mechanical sensitivity, takes a paste or gel form, and is packed in a casing to make explosive cartridges or columns, being widely used in open-pit blasting, mining, quarrying, water-conservancy excavation and other projects. The key upstream raw materials are ammonium nitrate, sodium nitrate, urea, paraffin wax, petroleum jelly, mineral oil, surfactants and hollow glass microspheres; the downstream is mainly oriented toward blasting operations requiring high water resistance and safety, such as mines, quarries and water-conservancy and hydropower construction. Within the system boundary, sub-processes include preparation of the oxidizer aqueous solution, melting and blending of the oil phase, preparation of the emulsifier and sensitizer, emulsification and homogenization, sensitization and forming, filling and sealing, finished-product packaging, as well as waste-gas absorption, wastewater treatment and solid-waste disposal; it does not include the mining of raw materials such as ammonium nitrate, the manufacture of large chemical plant equipment, or the construction of the main plant buildings and protective facilities of the explosives factory. The data sources integrate industry-average indicators, on-site measured data from typical production enterprises, and relevant process manuals and standards; for the emulsification and filling processes of multi-product co-line production, data are split using the mass-allocation method combined with formulation ratios. 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