Despite the title of the show, the house shown in the exterior shots isn’t in Bel Air, it’s in Brentwood.
The address is located at: 251 N. Bristol Avenue, Brentwood, CA.
Here are some pictures of the house:
Birds Eye Views
Nice neighborhood, huh?