We focus on the challenges associated with comparing atmospheric composition models with satellite products such as tropospheric NO₂ columns. The aim is to highlight the methodological difficulties and propose sound ways of doing such comparisons. Building on the comparisons, a new satellite product is proposed and made available, which takes advantage of higher-resolution, regional atmospheric modelling to improve estimates of troposheric NO₂ columns over Europe.