A nationwide, unit-level, hourly-frequency emissions dataset was constructed using data from a continuous emissions monitoring systems network covering 96–98% of Chinese thermal power capacity. Between 2014 and 2017, China’s annual power emissions of SO2, NOx and PM dropped by 65%, 60% and 72%, respectively.