Other-Specialty-Retail Data Guide Data: Dataset Structure and Field Coverage

Product-level depth is where money changes hands. Nutritionix tracks 1,266,570 items - 1,053,256 of them barcoded grocery products across 48,317 brands - and Edamam holds close to 1,000,000 items including ~790,000 UPCs; both sell JSON APIs with attribution mandates and anti-storage clauses. The free counterweight is the Open Food Facts mirror on Kaggle: a static September 2017 snapshot of ~356,000 products under commercial delivery terms. Official APIs power five of the ten primary sources, and six of ten are fully free.

The related set borrows strength from neighboring verticals: the U.S. Census Monthly Retail Trade Survey (MRTS/MARTS) - Electronics & Appliance Stores sits under computer-electronics-retail, two UK ONS Retail Sales Index series cover automotive fuel and reference tables, and the BEA Personal Consumption Expenditures (PCE) Price Index - Recreational Goods & Vehicles lives under leisure-facilities. A Hugging Face fashion datasets hub extends assortment research into apparel.

The 10 primary records sort into four working groups: European official statistics, American government catalogs, industry-association benchmarks and commercial product databases. Every fact below comes from the cataloged source records.

Government statistics

• Eurostat - European Statistical Office Data Portal (quality score 9) publishes monthly retail trade turnover and volume indices for NACE G47 specialised and non-specialised retailers, spanning EU27, euro-area aggregates, member states, EFTA (NO, CH, IS, LI) and candidate countries - 41 geographies in total. Series run from January 1991 to roughly six weeks before present (newest observation June 2026 in the 20 August 2026 refresh), and each monthly vintage exposes 1,483 dimension-combination rows - 38 NACE codes x 5 units x 3 adjustments x 41 geographies across 424 months - through databrowser, bulk TSV and JSON/SDMX APIs. No registration or integration key is required, and commercial delivery terms 4.0 permits commercial reuse with credit.

• Data.gov Retail Catalog (552k+ Datasets Federated Search) (quality score 8) exposes an unauthenticated JSON API that cursor-walks ~264 'retail' datasets inside a 552,271-record catalog refreshed daily, each hit carrying direct DCAT distributions. Underlying series range from annual taxable-sales tables back to 1994 to daily feeds. The Catalog API is rate-limited through api.data.gov - 1,000 requests/hour on a personal key, 30/hour and 50/day on DEMO_KEY - and catalog.data.gov declares Crawl-Delay: 10.

Industry-association benchmarks

• Observatory of Economic Complexity (OEC) - Meat & Seafood Preparations Trade Profiles (quality score 7) tracks annual bilateral HS6 trade for HS chapter 16 preparations of meat and fish - sausages, prepared meats, processed fish and crustaceans - worth ~$63.8 billion in 2023. Basic API queries run unauthenticated and free on the BACI cube produced by CEPII: the HS92 revision covers 1995-2024, 30 annual values, while the HS22 revision spans 2022-2024. Premium National Mirror Data, Product Datasets and Data Explorer products require an OEC Pro subscription.

Commercial product-level APIs

Free bulk alternative

Each major other-specialty-retail workflow maps to specific named sources rather than generic categories:

Four roles circle this slice, and their search phrasings show what each one types into a search box.

Data scientists find modeling-grade history here: Eurostat's monthly series run from January 1991 across 41 geographies, FAOSTAT serves country-year-product-element rows from 1961, and the Kaggle mirror remains the only free bulk packaged-food table at 150+ columns. Their queries read like "european retail sales data by country" and "open food facts dataset kaggle." Catalog-wide, 666 of the 1,744 datasets rate top-tier for their work - 620 of them completely free - and 204 of those modeling-grade sources refresh daily or in real time.

Investors and quants searching "retail sales monitor card transactions" want a high-frequency demand signal between official releases; the monthly CNBC/NRF Retail Monitor is built on card transactions, and NRF posts its 2026 press releases online.

App developers typing "grocery upc barcode lookup api" or "nutrition database for app developers" are comparing the two commercial databases: Nutritionix answers with 1,053,256 barcoded grocery items, Edamam with ~790,000 UPCs - both contractually requiring visible attribution and barring bulk collection.

A working other-specialty-retail stack layers five components, cheapest and most durable first:

Every figure below comes straight from the cataloged source records, as of August 2026:

Is there free retail sales data for specialty retail stores?

Yes. Eurostat publishes free monthly NACE G47 retail turnover and volume indices for EU27, EFTA and candidate countries under commercial delivery terms 4.0, and Data.gov's catalog returns about 264 datasets matching 'retail' across federal, state and city portals. FAOSTAT adds free country-year food and agriculture series from 1961.

Which API gives me UPC barcode lookups for grocery products?

Where can I find company-level rankings of US specialty retailers?

Can I track European retail trade trends month by month?

Yes. Eurostat's short-term statistics deliver monthly retail trade turnover and volume indices for NACE G47 specialised and non-specialised retailers across 41 geographies, running from January 1991 to roughly six weeks before present. Each monthly vintage exposes 1,483 dimension-combination rows via databrowser, bulk TSV and JSON/SDMX APIs, all commercial delivery terms 4.0.

What data do I need to analyze prepared meat and seafood imports?

Start with the Observatory of Economic Complexity's profile for HS chapter 16 preparations of meat and fish, which shows ~$63.8 billion of trade in 2023. Basic API queries run unauthenticated and free, covering bilateral exporter-importer pairs at HS6 depth back to 1995 on CEPII's BACI cube.

These pages extend this guide: