Calcium nitrate is a water-soluble chemical compound that has numerous uses in water treatment, fertilizers, concrete, and cold packs. In wastewater treatment, calcium nitrate has two key purposes: to remove odors caused by hydrogen sulfide and to prevent oxygen deficiency.