Abstract Nitrogen gas in the sintering atmosphere can adjust and optimize the graded microstructures of cemented carbides within the sintering cycle. In the present work, the effect of nitrogen gas pressure on the formation of graded zones is systematically studied in WC–Ti(C, N)–Co cemented carbides. The graded cemented carbides with the same composition have been sintered at 1450 °C for 2 h under different nitrogen gas pressure (from vacuum to 500 mbar). By introducing various nitrogen gas atmosphere, the evolution of characteristics (e.g. microstructure, phase distribution, composition distribution, and thickness of graded layer) at the near-surface area have been analyzed intuitively. Four different graded layers have been revealed with the changing of nitrogen gas pressure. The results describe the quantitative relationship between nitrogen gas pressure and the aforementioned characteristics in the different types of graded cemented carbides.