#1
openFDA Drug Label API (Structured Product Labeling)
- Coverage
- United States
Industry hub · Drug retail data provider
Drug Retail Data Provider: 16 Cataloged Datasets
Datadory covers drug retail data provider with 16 datasets spanning openFDA Drug Label API (Structured Product Labeling) , openFDA NDC Directory API and openFDA Drugs@FDA API . Delivered daily, weekly, or hourly — your call.
16 datasets 1 publisher Delivery: API, files, or your warehouse. Daily, weekly, or hourly.
The manifest
Every catch in this slice, ranked by our quality rubric — depth of documentation, freshness, breadth. Pick one, sample it, ship it.
#2
openFDA NDC Directory API
- Coverage
- United States market
#3
openFDA Drugs@FDA API
- Coverage
- United States regulatory perimeter - approvals gating…
#4
openFDA FAERS Adverse Event API
- Coverage
- Global submissions to the US FDA - United States and…
#5
openFDA Drug Enforcement / Recall API
- Coverage
- United States regulatory perimeter
#6
NLM Clinical Table Search Service
- Coverage
- United States - US clinical terminologies and the…
Plus 10 more in this slice — each with its field dictionary and sample rows on its own page.
The lay of the water
Where drug retail data provider data actually comes from.
Pick your catch
Three to start with. The rest of the board is above.
Drug retail data provider United States · Bulk of data June 2009 to present…
openFDA Drug Label API (Structured Product Labeling)
id · set_id · version …+18 more
Drug retail data provider United States market · Current directory snapshot of the US…
openFDA NDC Directory API
product_ndc · product_id · brand_name …+18 more
Drug retail data provider United States regulatory perimeter -… · Approvals since 1939
openFDA Drugs@FDA API
application_number · sponsor_name · products.product_number …+12 more
Drug retail data provider Global submissions to the US FDA -… · 2004 Q1 to present
openFDA FAERS Adverse Event API
safetyreportid · receivedate · receiptdate …+14 more
Drug retail data provider United States regulatory perimeter · Enforcement reports from 2004 to present
openFDA Drug Enforcement / Recall API
recall_number · event_id · classification …+13 more
Drug retail data provider United States - US clinical… · Release-stamped cuts per table:…
NLM Clinical Table Search Service
DISPLAY_NAME · STRENGTHS_AND_FORMS · RXCUIS …+5 more
Drug retail data provider United States · Current snapshot of the US consumer…
GoodRx Drug Prices & Pharmacy Finder (scrapeable)
drug_slug · drug_name · dosage …+7 more
Drug retail data provider United States · Current US catalog-and-pricing…
Walgreens.com - Pharmacy & Drug Catalog (scrapeable)
productName · regularPrice · ruleMessage …+9 more
Drug retail data provider Varies per listing · Months to a few years of transactions…
Kaggle Datasets - Pharmacy & Drug Retail Search
refNum · InvoiceDate · Product Name …+2 more
Drug retail data provider United States - all Title IV… · Institution-level annual snapshots…
College Scorecard
id · ope8_id / ope6_id · school.name …+12 more
Drug retail data provider United States - all 50 states · School-year grain
Common Core of Data (CCD) - Public Elementary/Secondary Universe
SCHOOL_YEAR · NCESSCH · LEAID …+13 more
Drug retail data provider United States (all 50 states · Collections 2011-12 through 2021-22
Civil Rights Data Collection (CRDC)
entity_ID · lonG_NCES_ID · entity_Name …+10 more
Drug retail data provider United States - all participating… · Collection years 2008-2025, each…
Campus Safety and Security - Clery Act crime & fire data
UNITID_P · INSTNM · OPEID …+17 more
Drug retail data provider All US states · Endpoint-specific within one schema:…
Education Data Explorer - granular US public-education data
year · ncessch · school_name …+15 more
Drug retail data provider United States and beyond - federal… · Catalogue aggregating agency…
Data.gov catalog - Education-tagged federal datasets
title · description · identifier …+12 more
Drug retail data provider United States - nation, states… · Varies by cut: IPEDS education tables…
Data USA - education profiles & institution pages
cube · Geography / Geo ID · State / Place …+9 more
Who fishes here
Developers drop drug-name autocomplete into pharmacy and e-prescribing flows from the NLM tables, reconcile dispensing records across RxNorm, ICD-10-CM and LOINC vocabularies, and wire recall and label feeds into one ingestion spine - see developers builders use cases.
Data scientists train demand-forecasting models on line-item pharmacy receipts, fit market-basket baselines, run disproportionality scoring over 20.7 million safety reports, and mine 261,996 label texts for wording shifts - see data scientists use cases.
Journalists and academics report recalls from FDA's own enforcement reports - firms and reasons named - and analyse spontaneous-report safety data while stating its caveat plainly: a report is a submission, not proof of causation - see journalists academics use cases.
Frequently asked questions
How many drug products does the FDA list?
The NDC Directory carries 137,206 marketed finished drug products, one row per product with nested rows per package and per active ingredient. Marketing start and end dates reach back decades, so discontinued configurations survive as history rather than vanishing from the file.
How many adverse-event reports can I analyze?
20,692,690 FAERS reports from 2004 Q1 onward, each a safety case with nested suspect-drug, concomitant-drug and MedDRA-coded reaction arrays - roughly 113.7 GB across 1,767 quarterly partitions. Treat them as spontaneous submissions, not proof of causation.
What does a drug label record contain?
Section-level text arrays for indications and usage, dosage and administration, warnings and precautions, contraindications, inactive ingredients and packaging - one record per label version, so a diff between versions shows exactly what the wording changed.
Do recall records identify the firm and the reason?
Yes. The enforcement record carries 17,876 reports since 2004 with classification (Class I-III), status, recalling firm, distribution pattern and reason for recall - enough to screen your own catalog and marketplace SKUs and to scope nationwide versus regional distribution.
Is there transaction-level pharmacy sales data?
Community-uploaded sets on Kaggle provide line-item pharmacy sales transactions spanning months to a few years, in CSV, Parquet, JSON and SQLite - commonly single-pharmacy or single-country extracts suited to demand-forecasting and market-basket baselines.
How is drug retail data delivered?
As typed rows into your warehouse, your files, or whatever channel your stack speaks - daily, weekly, or hourly, your call. A sample cut to your molecules, categories and territories ships first, with the field dictionary and coverage statement attached.
See the rows before you commit
Any catch on this board, sampled against your own question. API, files, or your warehouse. Daily, weekly, or hourly..