Information gaps in global maps of plant characteristics can be filled with data from nature identification apps. Users of the iNaturalist app are playing a key role in helping researchers create global maps of plant traits. Among other things, the new maps provide an improved basis for understanding plant-environment interactions and for Earth system modeling.