As someone who grew up in Collin county and now lives in SF, isn't zoning the reason there aren't more corner stores in either? I know Houston doesn't have a "proper" zoning system, but according to a developer friend of mine, their development regulations are actually much more strict than most places, with huge setback requirements for instance.