I live in coastal CA and the cheapest eggs at my local market are $3.49/dozen. Trader Joes and Costco are closer to $2.20/dozen if you just want plain white eggs. The moment you go organic, the cheapest is Costco at about $4/dozen.
Edit: Just to be clear, at Costco you buy 2 dozen rather than 1 and I've divided the price to a single dozen.