Atlanta grew by 890,000 since 2000, but I agree with you. You can have a mansion and be right behind Buckhead (same with Uptown Houston as well). Out of the 824,000 people who moved to Houston since 2000, I am sure they all found a good place...in the suburbs.
Just to show you how large the counties are:
Los Angeles:
Phoenix:
Houston:
Atlanta: