Using a precise definition of clustering, it is shown that in two trop
ical cumulus clouds, droplets appear to be bunched over distances rang
ing from at least a kilometer or more down to several centimeters. A s
tatistical framework is proposed for quantifying clustering in terms o
f a Poisson probability mixture. While these observations require furt
her substantiation in many different clouds, droplet clustering may pl
ay a role in diverse phenomena from the coalescence growth of raindrop
s to the scattering of radiation by clouds.