Since the Chinese have been innovating here a lot, here's some links to get you started. And yes, I like AliExpress and Ali Baba.
Pro mini $1.68 http://www.aliexpress.com/item/Pro-Mini-Module-Atmega328-5V-...
Nano $2.52 http://www.aliexpress.com/item/1PCS-Nano-3-0-controller-comp...
Uno $3.15 http://www.aliexpress.com/item/Best-prices-UNO-R3-MEGA328P-f...
Mega $9.85 http://www.aliexpress.com/item/Freeshipping-Mega-2560-R3-Meg...