Nitrate and sulfate are two key components of airborne particulate matter (PM). While multiple formation mechanisms have been proposed for sulfate, current air quality models commonly underestimate its concentrations and mass fractions during northern China winter haze events. On the other hand, current models usually overestimate the mass fractions of nitrate. Very recently, laboratory studies have proposed that nitrous acid (N(III)) produced by particulate nitrate photolysis can oxidize sulfur dioxide to produce sulfate. Here, for the first time, we parameterize this heterogeneous mechanism into the state-of-the-art Community Multi-scale Air Quality (CMAQ) model and quantify its contributions to sulfate formation. We find that the significance of this mechanism mainly depends on the enhancement effects (by 1–3 orders of magnitude as suggested by the available experimental studies) of nitrate photolysis rate constant ("J" _(〖"NO" 〗_"3" ^- )) in aerosol liquid water compared to that in the gas phase. Comparisons between model simulations and in-situ observations in Beijing suggest that this pathway can explain about 15% (assuming an enhancement factor (EF) of 10) to 65% (assuming EF = 100) of the model–observation gaps in sulfate concentrations during winter haze. Our study strongly calls for future research on reducing the uncertainty in EF. This dataset is not publicly accessible because: Data sets used in the analysis presented in the manuscript “Contribution of particulate nitrate photolysis to heterogeneous sulfate formation for winter haze in China” Model simulations were conducted by Tsinghua University in China and results are available from the Tsinghua University. Contact: Haotian Zheng, School of Environment, State Key Joint Laboratory of Environment Simulation and Pollution Control, Tsinghua University, Beijing 100084, China. Email: hzheng@g.harvard.edu. It can be accessed through the following means: Data sets used in the analysis presented in the manuscript “Contribution of particulate nitrate photolysis to heterogeneous sulfate formation for winter haze in China” Model simulations were conducted by Tsinghua University in China and results are available from the Tsinghua University. Contact: Haotian Zheng, School of Environment, State Key Joint Laboratory of Environment Simulation and Pollution Control, Tsinghua University, Beijing 100084, China. Email: hzheng@g.harvard.edu. Format: Data sets used in the analysis presented in the manuscript “Contribution of particulate nitrate photolysis to heterogeneous sulfate formation for winter haze in China” Model simulations were conducted by Tsinghua University in China and results are available from the Tsinghua University. Contact: Haotian Zheng, School of Environment, State Key Joint Laboratory of Environment Simulation and Pollution Control, Tsinghua University, Beijing 100084, China. Email: hzheng@g.harvard.edu. This dataset is associated with the following publication: Sarwar, G., H. Zheng, S. Song, M. Gen, S. Wang, D. Ding, X. Chang, J. Xing, Y. Sun, D. Ji, C. Chan, J. Gao, and M. McElroy. Contribution of Particulate Nitrate Photolysis to Heterogeneous Sulfate Formation for Winter Haze in China. Environmental Science & Technology Letters. American Chemical Society, Washington, DC, USA, 7(9): 632-638, (2020).