My preference for visualising disributions is violin plots: https://en.wikipedia.org/wiki/Violin_plot

Similar to the ridgeline plot, you can see the distribution better without having to interpret derivatives as you do with the CDF plots.

That’s a cool view. I personally am fighting people whose entire latency analysis begins and ends with median (I think I won on averages!) and pictures are compelling even to the non maths people.