We review two areas of recent research linking proportional fairness with product form networks. The areas concern, respectively, the heavy traffic and the large deviations limiting regimes for the stationary distribution of the randomly varying number of flows present in a network sharing capacity according to the proportional fairness criterion. We outline how product form results can help provide insight into the performance consequences of resource pooling.