The number of electric vehicles (EVs) is expected to in- crease. As a consequence, more EVs will need charging, po- tentially causing not only congestion at charging stations, but also in the distribution grid. Our goal is to illustrate how this gives rise to resource allocation and performance problems that are of interest to the Sigmetrics community.