SCANIA's top 10 nearest neighbors span budget lodging, automotive services, big-box retail, and convenience fuel — no single category dominates, and the spread is wide enough that no one cluster defines the shape.

The similarity scores run from 0.79 (Baymont Inn & Suites) down to 0.72 (Circle K), a range of only seven points across ten neighbors. That compressed band is the defining structural fact: this is a broad audience shape with no standout anchor. Walmart Auto Care Center (0.76) and Walmart Pharmacy (0.75) are the two same-subcategory and same-ecosystem neighbors closest to SCANIA's own Maintenance and Repair Services classification, but they sit only marginally ahead of Parts & Accessories (0.75) and Motorcycles (0.74). Budget lodging accounts for three of the top 10 — Baymont Inn & Suites, Microtel Inn and Suites, and Budget — making it the most represented subcategory in the set, which is the clearest cross-kind signal here. Walmart (0.74) and Quick Lane (0.73) round out the core cluster, with Circle K (0.72) the lone Convenience & Fuel entry in the top 10.

The overall picture is an audience whose shape is defined less by any single vertical than by a practical, road-oriented lifestyle that touches automotive services, budget travel, and everyday retail in roughly equal measure.