characteristics of caffeine-containing plants

[pseudononamouse]

In your experience, what other than taste distinguishes yerba mate, tea, coffee, guarana, and cocoa? I think mate is the strongest diuretic (makes me piss the most) and coffee is particularly prone to causing mild headaches.