We show that in a broad class of probabilistic random measures one may identify only three that are rescaled versions of themselves when restricted to a subspace. These are Poisson, binomial and negative binomial random measures. We provide some simple examples of possible applications of such measures. Throwing Stones and Collecting Bones: Looking for Poisson-like Random Measures