We study the relation between the vertex expansion of a graph and the performance of randomized rumor spreading (push model). We prove that randomized rumor spreading takes O( (1/alpha) * polylog(n) ) time on any regular n-vertex graph with vertex expansion alpha. This bound improves on previously known upper bounds by essentially replacing the conductance of the graph by its vertex expansion.