Sbarro's top 10 nearest neighbors span six different categories — casual dining restaurants, footwear, a movie theater chain, a gas station, a video game franchise, and a podcast — with no single cluster dominating the set.

The shape is broad, meaning audience overlap is distributed across many neighbors rather than concentrated in one. Famous Dave's leads at 0.72, the only score above 0.65 in the top 10. Cinemark Theatres follows at 0.68, the sole entertainment venue in the set. After that, scores compress quickly: Finish Line (0.63), Sam's Club Fuel Center (0.62), and Bubba's 33 (0.61) round out the top five. Sbarro is a QSR, but only three of the top 10 neighbors share the Restaurants & Eateries category — Famous Dave's, Bubba's 33, and Buffalo Wings & Rings — and all three are Casual Dining, not QSR. The remaining seven positions go to Footwear (Finish Line), Gas Stations (Sam's Club Fuel Center), Sporting Goods (Bass Pro Shops, 0.58), Apparel General (Express Factory Outlet, 0.57), Movies and Theaters (Cinemark Theatres), Podcasts and Radio (Crime Junkie Podcast, 0.56), and Video Game Franchises (Battlefield, 0.57). The cross-category spread — retail, automotive-adjacent fuel, gaming, entertainment — is the defining structural feature here.

The audience shape Sbarro draws is not anchored to fast food or even the restaurant sector; it maps onto a broad, mall-and-suburb consumer profile that cuts across dining, retail, and leisure categories simultaneously.