The dataset contains the original data underlying the paper "Closing the sea level budget on a regional scale: Trends and variability on the Northwestern European continental shelf" ({https://doi.org/10.1002/2016GL070750}). Long-term trends and decadal variability of sea level in the North Sea and along the Norwegian coast have been studied over the period 1958-2014.