Skip to content

US retail kind-of-business sales intelligence (monthly)

Commercial use OKFresh
Query in workbench

Follow this dataset

Get a notice in your feed when a new snapshot is published. Optionally, we also POST it to your webhook.

Must be a public https address. We never follow redirects.

The full snapshot isn't published yet — check back after the next refresh.Download sample CSVDownload sample JSONSample rows only (up to 20) — not the complete dataset.

Monthly US retail-sales intelligence at kind-of-business grain from the U.S. Census Bureau's Monthly Retail Trade Survey (12 FRED MRTSSM*USS series: NAICS 441, 442, 443, 444, 445, 446, 447, 448, 451, 452, 453, 454; millions of dollars, seasonally adjusted, 1992-01 ->). Each category-month row carries the sales level, its share of combined kind-of-business sales, month-on-month / year-on-year / 3-month-annualized momentum, YoY acceleration, a documented 0-100 category momentum score (50% winsorized YoY + 30% 3-month annualized + 20% MoM, min-maxed within each month) with deterministic rank and c1-c4 tiers, trailing-12-month record-high and contraction flags, plus month-level context (combined sales, total YoY, breadth of categories growing YoY, the month's top category, and the nonstore/e-commerce-adjacent share). An online shop joins monthly category sales to its own revenue on (date, category_code) for demand benchmarking; a sales team joins category momentum to pipeline value on date. Method: keyless FRED fredgraph.csv fetches with 0.3s polite pacing; a trailing-36-month verbatim transcription is embedded for offline safety; the transform is pure pandas in map_schema with no imputation (early-window momentum cells are honest nulls). Caveats: shares are shares of the 12 published kinds (which sum to combined retail-trade sales by construction), not of a separately published total; official e-commerce is quarterly (see companion dataset ecommerce_penetration) — the monthly nonstore share is the closest monthly proxy.

Rows
4,980
Columns
23
Source cadence
Monthly
Last refreshed
Sep 29, 2026
Theme
economics

Use your own AI key

Once today's free allowance is used up, AI features can run on your own provider account.

Kept in this browser tab only (cleared when you close it) and sent with each AI request. Our servers use it for that request and never store or log it.