 Barbecue fans, this may get your back up. A survey from Lawn Starter ranks the 500 largest U.S. cities in a search to find America's best barbecue. What the survey considered... We wanted to make sure that people had access to the award-winning barbecue restaurants, and that you also have regional and national barbecue competitions.