Once called Cactus, this is one of the most entertaining parking lots in the area , what is its name?

Once upon a time, a western town was mighty enough to name itself after one of the largest cities in America, yet it couldn't quite kick up enough dust. Now its lighthouse shines on little but gry bluffs. What is its name?