Iron sludge refers to the by-products and waste materials that accumulate when iron-based catalysts are used in various chemical processes. This sludge often contains iron oxides, hydroxides, and other complex iron compounds that result from the deterioration and reaction of the iron catalyst with different reactants and environmental conditions.