Extract structured data from 40+ global healthcare sources through a single healthcare scraping API. Collect drug prices, pharmacy stock, provider listings, facility details, reviews, and clinical trial data in a format ready for your applications, analytics, and databases.
*Illustrative figures — final numbers are scoped to your project during onboarding. Average client rating 4.7 / 5 across Clutch, GoodFirms and Trustpilot.
Product, provider, facility, or trial URL
Rendering, proxies, CAPTCHA handling
Schema validation, currency & unit mapping
API, warehouse, or webhook
Instead of manually opening pharmacy, provider, and directory pages across dozens of sites, you send a request — a drug URL, a keyword, a specialty search, a city, or a facility page — and get back clean, structured data: price, dosage form, pack size, availability, ratings, and provider details.
Proxies, browser rendering, and parsing all happen behind the API; you just call an endpoint and receive data.
Public data only. The API collects publicly accessible listings, prices, and directories. It does not touch patient records, private portals, or protected health information.
Pull name, price, strength, pack size, images, and ingredients from a direct product URL.
Feed in a category or search term and receive every listing, paginated automatically.
Collect doctor, clinic, and hospital listings by specialty and location.
Capture review text, stars, and dates for sentiment analysis, delivered with aliases only.
Track registrations, status changes, and sponsor activity from public registries.
Submit thousands of URLs at once, set recurring refreshes, and build price-history snapshots over time.
Availability varies by source. Anything outside this standard set — insurance accepted, telehealth availability, promo banners — can be added as a custom field.
| Category | Fields |
|---|---|
| Product identity | Name, URL, SKU / NDC / ID, GTIN / EAN, brand, manufacturer, generic name |
| Pricing | List price, sale price, discount %, currency, price history, tax indicator, per-unit price |
| Availability | Stock status, quantity, prescription-required flag, delivery estimate, fulfilment type |
| Descriptive content | Description, ingredients, strength, dosage form, category, breadcrumb |
| Media | Primary and gallery image URLs, label / packaging images |
| Provider data | Name, specialty, qualifications listed, clinic, address, fee, languages, slots |
| Facility data | Name, type, services, location, hours, accreditation labels shown |
| Ratings & reviews | Average rating, count, distribution, text, date, reviewer alias |
| Clinical trials | Title, registry ID, phase, status, condition, sponsor, locations, dates |
| Logistics & merchandising | Shipping cost and speed, pickup availability, badges, category rank, related products |
Three records from three different sources — a US pharmacy, a provider directory, and a health marketplace. Values are illustrative.
{
"record_id": "RDA-HC-0019284",
"product_name": "CalmRelief Ibuprofen 200mg Tablets, 100 ct",
"brand": "CalmRelief",
"category": "Health > Pain Relief > Tablets",
"strength": "200 mg",
"pack_size": 100,
"prescription_required": false,
"price": {
"currency": "USD",
"list_price": 9.99,
"sale_price": 7.49,
"price_per_unit": 0.075
},
"availability": { "status": "In Stock" },
"ratings": { "average_rating": 4.6, "total_reviews": 2914 },
"seller": { "name": "Walgreens" },
"scraped_at": "2026-10-08T06:42:11Z"
}A single request returns a structured record. Below is the same call in three languages.
# Fetch a single healthcare product record
curl -X POST https://api.realdataapi.com/v1/healthcare/product \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{"url": "https://www.walgreens.com/store/c/example-product"}'import requests
resp = requests.post(
"https://api.realdataapi.com/v1/healthcare/product",
headers={"Authorization": "Bearer YOUR_API_KEY"},
json={"url": "https://www.walgreens.com/store/c/example-product"}
)
data = resp.json()
print(data["price"]["sale_price"])const res = await fetch("https://api.realdataapi.com/v1/healthcare/product", {
method: "POST",
headers: {
"Authorization": "Bearer YOUR_API_KEY",
"Content-Type": "application/json"
},
body: JSON.stringify({
url: "https://www.walgreens.com/store/c/example-product"
})
});
const data = await res.json();Endpoint and key format above are illustrative — your onboarding call includes real credentials and the current endpoint reference.
A URL, keyword, specialty, city, or facility page — via API call or bulk upload.
Rotating IPs, headless rendering, and CAPTCHA handling run behind the scenes.
Content is mapped to the source's field set, with currencies, units, and strengths standardized.
As JSON or CSV, or pushed to your webhook, cloud storage, or database.
| Format | Best for |
|---|---|
| REST API (JSON) | Live lookups embedded in your application |
| CSV / Excel | Analysts working in spreadsheets |
| Webhook push | Pipelines reacting to price, stock, or listing changes |
| Cloud storage drop (S3, GCS, Azure Blob) | Scheduled bulk feeds into a warehouse |
| Direct database load | Data landing straight into PostgreSQL, MySQL, or Snowflake |
Compare OTC, wellness, and supplement prices across sources.
Catch unapproved sellers and below-MAP pricing.
Fill gaps in images, ingredients, strengths, and descriptions.
Map specialist density, fees, and availability by city.
Surface recurring complaints and praised features at scale.
Monitor registrations, phase changes, and sponsor activity.
Pricing depends on sources, fields, and refresh frequency. Pick the route that fits your coverage, and we'll scope the details with you.
Start analysing pharmacy and provider data today, with no collection to set up.
Build live pharmacy, provider, and trial data into your own tools.
For large source coverage and requirements that need scoping.
Preview data shown is illustrative. Final scope is agreed during onboarding.
Uptime targets and response times are defined per contract. Growth and Enterprise engagements include priority support and a named point of contact, and all plans include monitoring for extraction failures, so a broken feed gets flagged before it affects your downstream systems.
The sources, regions, and data fields that matter for your business.
Typically a sample from 2–3 sites within 2–5 business days.
Adjust fields or frequency until the data matches what you need.
Your feed goes live on the delivery method and schedule you choose.
We maintain dedicated scraping coverage across major pharmacy, provider-directory, and health marketplace sources — Walgreens in the US, Practo and 1mg in India, and more. Visit our country-specific healthcare data pages for the full source list in your target market.
Tracking pharmacy pricing used to be a weekly manual exercise. Now the feed lands in our warehouse every morning and the team works on strategy instead of spreadsheets.
Illustrative placeholder — swap in a verified client quote before publishing.
Basic API knowledge helps, but we can also deliver ready-made CSV or Excel files.
No. It is built for public listings, prices, directories, facility pages, and public registries. It does not access private systems or patient records.
In most cases, yes. New integrations are scoped case by case.
Yes. Snapshots go forward from the start of tracking, and in many cases we can build a price-trend feed.
Monitoring flags the change and our team updates the extraction logic, usually with no action from you.
By number of sources, fields, and refresh frequency. Most engagements start with a scoped pilot.
Yes, scaled by plan tier. Enterprise can be configured for sustained high volume.
We are eagerly waiting to hear you.
Take to our Social Experts, who are at your service 24x7 worldwide.
Drop us an email at sales@realdataapi.com and you'll receive a reply within 24 hours!
Want to talk? Our support staff on +91 8866656657 is at your service 24x7 support worldwide.
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Disclaimer : RealData API functions solely as an independent data infrastructure and technology solutions provider. We build customized automation workflows designed to collect publicly accessible web data based exclusively on client instructions. RealData API neither owns proprietary datasets nor engages in the sale or redistribution of extracted information. Our operations are limited strictly to lawful public web data processing and never involve unauthorized access to restricted systems or private networks. Any company names, trademarks, logos, or brand references displayed on this website are used purely for demonstrative and illustrative purposes to showcase our technical capabilities and do not imply endorsement, partnership, or affiliation. Use of our platform and services remains subject to our Terms of Service.
