For Journalists, Academics & Students · Drug Retail

Drug Retail Data for Journalists & Academics: Top 14 Sources

Drug Retail data for journalists: 14 datasets on one shelf. Every one delivered as API, files, or warehouse rows.

drug retail statistics for journalism · cited data sources for academic papers · where do journalists find data stories

Talk to us The full persona shelf
14datasets cleared the bar for this shelf
4rated top-tier for this persona
7.9mean quality, our 10-point scoring

API, files, or your warehouse. Daily, weekly, or hourly.

Which drug retail datasets should journalists cite first?

We rank for citability: relevance to this persona first - four of these 14 records carry the maximum relevance rating of 3 - then Datadory's 10-point quality score inside that band.

The wider inventory behind this ranking - per-source profiles and licensing notes included - sits in our drug-retail data hub.

How do you report drug prices without buying proprietary feeds?

Pair it with GoodRx Drug Prices & Pharmacy Finder (quality 7, daily), the slice's only consumer cash-price source - roughly 6,700 drug pages comparing coupon and cash prices across more than 70,000 U.S. pharmacies.

Walgreens.com - Pharmacy & Drug Catalog (quality 6, daily) and CVS.com - Pharmacy & Health Catalog (quality 5, daily) illustrate retail-pharmacy pricing practice through embedded JSON, but both are storefronts: Walgreens' Terms of Use bar automated collection outright, so treat them as color for a scene, never as the cited number.

Where do you verify what an approved label actually says?

When clinical terminology is the sticking point, the NLM Clinical Table Search Service (quality 8, monthly) resolves drug and diagnosis names precisely across about 25 lookup tables, including roughly 9,300 RxTerms drug names and 9.37 million NPI records, with no registration or integration key required.

How do you trace prescribing behavior to actual providers?

Because CMS publishes it as the official record - CSV and JSON plus an API mirror - a newsroom can rerun a years-old finding instead of citing someone else's summary of it. Cadence matters here: the file refreshes annually, so date-stamp every extract and say which program year it covers.

Start broader provenance questions at the Data.gov Federal Dataset Catalog - Pharmacy Query (quality 6, daily), the official index that resolves through to each agency original; it distributes HTML, JSON, CSV, XML, ZIP and KML, which makes it the right first stop when a reader asks where a number came from. Government sources dominate this beat: 781 of the 1,744 datasets Datadory catalogs (44.8%) are public datasets.

Straight answers

Where do journalists find drug retail data stories?

Each story can name the publishing agency, so readers can rerun the analysis.

Are there cited data sources for academic papers on drug retail?

Yes - the slice was built around citability. Cite CMS's own survey week for NADAC prices, a FAERS quarter for adverse-event counts, an SPL version from the 261,996-label archive, or a Drugs@FDA application record reaching back to 1939.

Rows before rollout

Sample rows from any shelf entry — the field dictionary and coverage notes ride along. If the shelf misses what you need, say so; sourcing requests are half our job.

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