Dollar General and their ilk are behemoths compared to the shops that might have served these areas before they rolled in. It's possible they're the only game in town because they engaged in dumping or other dirty/illegal tactics to drive out established businesses.

I'm not an expert on the topic, but I don't think it's a reach to think that they might have engineered this situation.