Datasets:
File size: 3,829 Bytes
a6fa44c f55a90b a6fa44c 6f839ea a6fa44c 6f839ea a6fa44c 6f839ea a6fa44c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 | ---
license: cc-by-4.0
language:
- en
pretty_name: "openFDA Scraper"
size_categories:
- 10K<n<100K
tags:
- "reapx"
- "web-scraping"
- "open-data"
- "openfda-scraper"
- "openfda"
- "drug"
- "events"
- "recalls"
- "labels"
- "devices"
configs:
- config_name: default
data_files:
- split: train
path: openfda-scraper.jsonl
---
# openFDA Scraper
Scrape FDA drug adverse events, recalls, product labels, the NDC directory, device events, device recalls and 510(k) clearances from the public openFDA API. No key required, no browser.
| | |
| --- | --- |
| Rows in this dataset | 21,384 |
| Fields | 93 |
| Collector runs behind it | 68 |
| Most recent observation | 2026-08-04 |
| Browsable presentation | [https://reapx.dev/data/openfda-scraper/](https://reapx.dev/data/openfda-scraper/) — 3,231 entity pages |
| Run the collector yourself | [https://apify.com/reapx/openfda-scraper](https://apify.com/reapx/openfda-scraper) |
## What this is
Every row here was returned by a real run of a public collector. Nothing is generated from a
template over a keyword list: a row exists because a run observed it.
A browsable presentation of the subset that carries an addressable `documentId` is published as
3,231 entity pages at [https://reapx.dev/data/openfda-scraper/](https://reapx.dev/data/openfda-scraper/), one page per entity. **This dataset is
the larger of the two** — rows whose payload has no field that can address a page are here and
are not published there.
## Provenance
Each row carries `_run_id` and `_dataset_id`, naming the collector run that produced it, so any
row can be traced back to the run that observed it. Rows observed by more than one run are
deduplicated on content; 1,743 duplicate observations were collapsed.
## Files
- `openfda-scraper.jsonl` — one JSON object per row, the canonical form
- `openfda-scraper.csv` — the same rows flattened; nested values are JSON-encoded within their cell
so they round-trip
- `dataset.json` — schema.org `Dataset` metadata
## Loading it
```python
from datasets import load_dataset
ds = load_dataset("reapxdev/openfda-scraper", split="train")
```
## A sample of the published entities
- [007c1d2f-82db-4c52-a3c7-76e5ec91faa6](https://reapx.dev/data/openfda-scraper/007c1d2f-82db-4c52-a3c7-76e5ec91faa6/)
- [2026-05-20](https://reapx.dev/data/openfda-scraper/2026-05-20/)
- [571fb4d1-17bf-94ad-e063-6394a90afd8e](https://reapx.dev/data/openfda-scraper/571fb4d1-17bf-94ad-e063-6394a90afd8e/)
- [57984bc2-bf1e-c423-e063-6394a90a06ae](https://reapx.dev/data/openfda-scraper/57984bc2-bf1e-c423-e063-6394a90a06ae/)
- [57d70376-38ba-3731-e063-6294a90a4fe8](https://reapx.dev/data/openfda-scraper/57d70376-38ba-3731-e063-6294a90a4fe8/)
- [a848d653-aec4-46d5-82dc-80c0aa6d249c](https://reapx.dev/data/openfda-scraper/a848d653-aec4-46d5-82dc-80c0aa6d249c/)
- [ANDA209313](https://reapx.dev/data/openfda-scraper/anda209313/)
- [Beijing Konted Medical Technology Co.,Ltd](https://reapx.dev/data/openfda-scraper/beijing-konted-medical-technology-co-ltd/)
- [Deer Park](https://reapx.dev/data/openfda-scraper/deer-park/)
- [Huntsville](https://reapx.dev/data/openfda-scraper/huntsville/)
- [Newington](https://reapx.dev/data/openfda-scraper/newington/)
- [Siemens Healthcare GmbH](https://reapx.dev/data/openfda-scraper/siemens-healthcare-gmbh/)
## Related
- All sources: <https://reapx.dev/data/> · machine-readable index: <https://reapx.dev/llms.txt>
- The collector is a public Apify Actor; agents reach it through <https://mcp.apify.com>
## Licence
Collected from public sources. This metadata and the published pages are
[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/); the underlying records remain under
the terms of their originating source.
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