USDA Branded Foods Database

The USDA Branded Foods Database is the manufacturer-submitted component of FoodData Central, containing roughly 1.5 million consumer-packaged food entries derived from Nutrition Facts label data. It is the largest dataset inside FDC by entry count and, in practical terms, the most visible — consumer tracking apps rely on it heavily for the barcode-lookup and packaged-food side of their catalogues.

The submission pipeline

Branded Foods is populated through the Global Branded Food Products Database (GBFPD) partnership, which the USDA runs with the International Food Information Council Foundation. Manufacturers (or their data intermediaries) submit label information — ingredient statements, serving sizes in both household and metric units, full Nutrition Facts panels, and UPC barcodes — through a structured pipeline. The USDA validates the submissions and publishes them with a "date available" field recording when each entry entered FDC.

What the numbers mean (and do not mean)

A calorie figure in Branded Foods is a label figure. That means three things. First, it has been rounded under the FDA's 21 CFR 101.9 rounding rules — kilocalories to the nearest 5 below 50, to the nearest 10 above. Second, it sits within the FDA's ±20% tolerance for Class II nutrients (naturally occurring), meaning the analytically measured calorie content of the actual product may legally exceed the label figure by up to 20 per cent. Third, it reflects the manufacturer's composition at the time of label development, which may precede the current production formulation by months or years.

None of this is a defect in the dataset — the dataset is what it is, a searchable archive of compliant labels. It is a defect only in the uses to which it is put. Citing Branded Foods as an analytical source for research-grade nutrient content is a category error.

Staleness

Branded Foods entries do not automatically update when manufacturers reformulate. A product that changes its fat content or sodium level through a silent formulation update may continue to appear in Branded Foods at the old value until the manufacturer resubmits. Independent audits — the most-cited is a 2020 Public Health Nutrition paper — have flagged staleness rates of 15 to 25 per cent in some categories, particularly sodium-reformulated products during the FDA's voluntary sodium-reduction campaign.

How consumer apps handle it

Barcode-lookup tracking apps — MyFitnessPal, Cronometer, Yazio, Lose It! — typically ingest Branded Foods as one tier in a layered database that also includes commercial aggregator feeds (Nutritionix, Edamam) and user-submitted entries. When a user scans a UPC, the app usually prefers a USDA Branded Foods match over a user entry when both exist. Whether this preference is exposed in the interface varies by app; Cronometer is among the more transparent, labelling entry provenance explicitly.