Probabilistic arguments are given to explain some recent results on networks of queues. Those results are the product form, the output theorems, the distributions at the jumps, and the Poisson character of the flows. The proposed approach replaces the usual calculations by arguments showing these properties to be consequences of the behavior of the nodes in isolation.