The top 10 neighbors for NAPA Auto Parts span six different subcategories — Parts and Accessories, Car Makers, Miscellaneous, Home Improvement and Hardware, Gas Stations, and Motorcycles — with no single type dominating and scores compressed between 0.97 and 0.92.
The shape is flat: CARQUEST Auto Parts leads at 0.97, but the remaining nine neighbors follow in a tight band rather than falling away sharply. Three are Car Makers — Buick (0.96), Ford Motor Company (0.94), and Dodge (0.93) — reflecting a strong automotive core. Two fellow Parts and Accessories entities appear in the top 10: CARQUEST at the top and Auto Value at 0.93, meaning the audience does overlap with direct category peers, but they don't monopolize the set. Walmart Photo Center (0.95) and a generic Miscellaneous services entity (0.95) sit near the top of the list, a cross-kind pairing that signals the audience's shape is shared with broadly rural or small-town service footprints. Do It Best (0.94) and Suburban Propane (0.93) reinforce that pattern — home improvement hardware and propane fuel are closer audience neighbors than many automotive brands. Polaris (0.92), a Motorcycles subcategory entity, rounds out the ten.
The overall picture is a rural, working-trades audience shape that pulls in automotive brands, hardware retailers, fuel providers, and powersports in roughly equal measure — a wide but coherent cluster with no single dominant pull.