We consider a variant of simple random walk on a finite group. At each step, we choose an element, s, from a set of generators ("directions") uniformly, and an integer, j, from a power law distribution ("speed") associated with the chosen direction, and move from the current position, g, to gs j . We show that if the finite group is nilpotent, the time it takes this walk to reach its uniform equilibrium is of the same order of magnitude as the diameter of a suitable pseudo-metric on the group, which is attached to the generators and speeds. Additionally, we give sharp bounds on the 2 -distance between the distribution of the position of the walker and the stationary distribution, and compute the relevant diameter for some examples.