1,493,131 US F&B places.

01 — What's inside

Five working surfaces.
Seven designed PDFs.
Six DuckDB queries.

02 — What it answers

Six recurring agency questions.

• How dense is F&B in this metro? — Top 100 cities pre-computed; full city table queryable in seconds.
• What is the chain footprint of [brand]? — Top 200 chains pre-computed; per-state breakdown queryable on the GeoParquet.
• Where are the brand whitespaces? — Cross-reference any chain against city-level density to find expansion targets.
• What is the independent-vs-chain mix? — Chain Cluster Size column splits independents from chain locations cleanly.
• What does my proposal evidence block look like? — Drop-in numbers and ranked tables for client decks.
• Which regions are under-served for [category]? — National-vs-state-share gap analysis ships as a starter query.

03 — Format and specs

Five surfaces. Pick yours.

04 — How agencies use it

Four workflows.

• Local SEO and DTC growth. Build defensible market sizing for client review meetings without paying for a real-time POI subscription.
• OOH and programmatic planning. Spatial joins against carrier inventory to size the addressable F&B audience around any DMA, ZIP, or polygon.
• New-business pitches. Drop-in proposal evidence: total US F&B in the prospect's category, top-3 cities, top-3 chains, ranked density.
• Brand whitespace analysis. Combine chain footprint with city-level density to identify expansion candidates for client portfolios.

05 — License summary

Single-buyer commercial license.

Internal business use, marketing research, agency client work, and proposal support are all granted. Buyer-facing redistribution is permitted with upstream attribution preserved. Wholesale republication and resale as a contact list or lead list are not granted.

Full plain-English terms ship inside the pack at 06_Licenses_and_Attribution/license.txt.