Datadory notebook

How sales growth teams use packaged foods & meats data

Sales growth teams use packaged foods & meats data to build processor account rosters from NASS county livestock counts, time outreach to openFDA's ~29,300 recall records, arm battlecards with AMS boxed-beef cutout prices, and size territories with ERS demand series reaching back to 1909. Twelve of the 13 primary datasets Datadory catalogs are free.

1,744 datasets. Pick your catch.

Which datasets give you a Monday-morning account roster?

Start where the animals are. USDA NASS Quick Stats carries livestock inventory, slaughter and price statistics at national, state, county and ZIP levels, so a beef or pork territory can be ranked by actual head counts instead of SIC-code guesses. The animals & products bulk extract alone runs about 464 MB gzipped and refreshes weekly, and the survey layer reaches back through five-year Census of Agriculture extracts to 1997.

For branded-packaged prospects, shelf footprint is a proxy for scale. Open Food Facts catalogs about 4.7 million barcoded products worldwide with brand, ingredients, Nutri-Score and NOVA, refreshed daily from a nightly CSV export of roughly 0.9 GB compressed across 211 columns. Counting a prospect's live barcodes is a free, if imperfect, read on assortment ambition between fiscal years.

USDA FoodData Central covers the US side under commercial delivery terms 1.0: roughly 1.7 million branded products whose monthly Branded Foods file (the April 2026 release ships as 428 MB zipped CSV) can be searched by keyword, brand or UPC through the companion REST API at 1,000 requests per hour per IP on a free data.gov key. A single cheddar cheese query returned 60,826 hits, so batch your account-matching jobs rather than firing one-off lookups.

Which numbers size a territory before you commit quota?

Demand baselines here are free and unusually deep. USDA ERS Food Availability (Per Capita) Data System tracks annual per-capita availability for more than 200 commodities including red meat, poultry and fish from 1909 to present, spread across roughly 35 downloadable Excel and CSV workbooks with loss-adjusted tables beside the raw series.

Household spending refines the geography. USDA ERS Food Expenditure Series separates food at home from food away from home and alcohol by purchaser type and outlet, with state series for all 50 states from 1997 forward and national archives reaching 1889, delivered as 12 current downloadable files. Ranking states on food-at-home spend turns an arbitrary territory carve into a defensible one.

Teams planning international expansion can benchmark production trajectories with World Bank food, crop and livestock production indices, which cover 200-plus economies annually from 1961 on a 2014-2016=100 base under commercial delivery terms-4.0.

Which sources rank highest for a packaged-foods sales stack?

Rank the eleven sources below by how directly a record produces a call, then by how often you must poll it to stay current. Daily feeds anchor the top of the stack; the annual consumption series anchor territory design rather than weekly prospecting.

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Questions worth asking

How do I find meat and packaged-food companies to prospect into?

Rank counties by cattle and hog inventory in USDA NASS Quick Stats, cross-check monthly HS-10 export flows by partner country in USDA FAS GATS to isolate export-active firms, and gauge branded prospects by their live barcode counts in Open Food Facts' ~4.7 million-product database.

Is there free data that tells me when a food company is in buying mode?

The openFDA Food Enforcement API flags about 29,300 recall enforcement records since 2004 with recalling firm, code info/UPC and classification, refreshed weekly. Treat the week after a classification as your window; FDA does not revise status afterward, so it is a prospecting signal, not a lifecycle tracker.

What free data helps me price against a packaged-foods buyer?

USDA AMS Market News publishes boxed beef and pork cutout daily - 151 active LMR report slugs with mandatory-reporting history to 1999. USDA ERS Meat Price Spreads adds monthly farm, wholesale and retail values for Choice beef, pork and broilers from 1970, including farmer share among 20 measures.