Personnally, I tend to use Pandas because it is integrated everywhere, because of the ecosystem that uses it. Let's say I want to read data from json file (csv file, python dict, etc.) and I want to plot it using plotly. If Ibis is compatible with whatever Pands dataframe is compatible with, then for most of my usage I don't really care much about the "backend".