I'm in California so my go to is usually Amazon, but given NewEgg carries a 8.75+% premium for me I've used Comp-U-Plus and TheNerds.Net as well.
These places are not as competitive on commodity items like hard drives and memory, but they are often well priced on component items like SuperMicro motherboards and controllers. Comp-U-Plus has additional discounts for repeat customers.