When I add the third layer of a three stack cake, do I need to put the dowels through layer two into the base cake as well?
I have never done more than two tiers.

No. Just into the middle tier. I usually dowel'd the bottom two tiers at the shop, ,then assembled them at the venue.

thank you for the response