The polishing composition of the present invention contains an oxidizing agent and a scratch-reducing agent represented by general formula (1) or (2) below. In the formulas, X1 and X2 are each independently a hydrogen atom, a hydroxyl group, a carboxyl group, a phosphate group, an alkyl group, an aryl group, an alkyl polyamine group, an alkyl polyphosphate group, an alkyl polycarboxylate group, an alkyl polyaminopolyphosphate group, or an alkyl polyaminopolycarboxylate group.