Feeders Supply (0.84) and Sleep Outfitters (0.84) sit at the top of UDF's neighbor set — a pet supply retailer and a mattress chain — while the third-closest match is a fellow convenience store. That cross-kind opening is the defining structural feature of this two-peak shape.

The top 10 neighbors span five subcategories: Convenience Stores, Gas Stations, Fast Casual Dining, Casual Dining, and Banks. UDF itself is a Convenience Store, and three neighbors share that subcategory — Kwik Shop (0.82), MotoMart (0.76), and GetGo (0.73) — but they arrive only after the two retail outliers at the top. Gas Stations account for two more neighbors: Kum & Go (0.80) and Duchess (0.79). The remaining three positions go to Penn Station (0.81, Fast Casual Dining), Great Southern Bank (0.80, Banks), and Commerce Bank (0.79, Banks), followed by O'Charley's (0.78, Casual Dining) and Sprint Mart (0.78, Gas Stations). The two-peak label reflects a real split: one cluster anchored in convenience and fuel, a second pulling toward retail, dining, and regional banking — categories with no obvious operational overlap with a dairy-and-convenience chain.

The shape suggests UDF's audience composition is shared not just by its direct category peers but by a distinct set of Midwestern and regional brick-and-mortar brands across retail and financial services.