Location data scraping reveals how AutoZone and O’Reilly, near-identical in size, win with opposite strategies: national reach versus deep city penetration. Using location data scraping, we reconstructed both networks from public sources: store counts, state and city coverage, the Texas concentration, average operating hours, and the in-store services each chain advertises.