I did my M.Sc thesis on random walks on finite groups and you might be interested in the proof of Theorem 1.3.2 in particular.
When I was looking for the proof of this theorem, almost all references refer to the proof in older hard-to-source references — if at all. A proof outline is given by Fountoulakis in his lecture notes but here a full proof is given.