Pharmaceutical Data Scraping Services for Drug Prices, Pharmacies & Trials
Track drug prices, pharmacy availability, clinical trials, and regulatory updates from public healthcare sources. Xwiz delivers clean, structured pharma data your pricing, market access, and research teams can use, collected from public sources only, with no patient data.
Get a Free Pharma Data Sample
Healthcare Data Extraction That Keeps You Ahead of the Market
Drug prices change by pharmacy, by pack size, and by week. New generics launch, trials move to new phases, and regulators publish approvals, label changes, and shortages every day. Keeping track of all of it by hand across hundreds of websites is slow, expensive, and easy to get wrong.
Xwiz turns that scattered information into one clean dataset. Our pharmaceutical data scraping services collect drug prices, pharmacy listings, clinical trial records, and regulatory updates from public healthcare sources, then match every product by name, strength, and pack size so you can compare like for like. As part of our wider web scraping services, we handle the scrapers, quality checks, and delivery. Your team gets data that’s ready for pricing, market access, and research decisions.
Pharma Data Fields We Extract
Our healthcare data scraping covers 50+ fields across products, prices, availability, pharmacies, clinical trials, and regulatory updates. Every record is matched by drug, strength, and pack size, so you compare the same product across every source.
{
"product": "Atorvastatin 20 mg Tablets",
"generic_name": "atorvastatin",
"strength": "20 mg",
"dosage_form": "tablet",
"pack_size": 30,
"manufacturer": "Medora Generics",
"price": 12.40,
"list_price": 15.00,
"price_per_unit": 0.41,
"currency": "USD",
"rx_required": true,
"in_stock": true,
"delivery_days": 2,
"source": "online-pharmacy.com",
"scraped_at": "2026-10-29"
}
Drug & Product Details
What the product is- Product name
- Generic name
- Brand name
- Active ingredient
- Strength
- Dosage form
- Pack size
- Manufacturer
- Rx / OTC status
- Product code (NDC / GTIN)
- Category
Pricing & Offers
What it costs, where- List price
- Sale price
- Discount %
- Price per unit
- Coupon / savings price
- Subscription price
- Currency
- Price history
Availability & Delivery
Can patients get it- Stock status
- Pharmacy / seller
- Delivery time
- Delivery fee
- Prescription required
- Pickup options
- Region / pincode
Pharmacy & Provider Directory
Who sells or prescribes- Pharmacy name
- Chain / independent
- Address
- Coordinates
- Phone
- Opening hours
- Services offered
- Ratings
Clinical Trials
What is in development- Trial ID
- Title
- Condition
- Intervention / drug
- Phase
- Status
- Sponsor
- Start & end dates
- Locations
- Enrolment
Regulatory & Approvals
What regulators publish- Approval date
- Approval type
- Regulator
- Label updates
- Recalls
- Shortage status
- Generic entry
- Patent / exclusivity dates
Need a field that isn't listed? We'll scope it for your sources.
Get a Free Pharma Data SampleOur Pharmaceutical Data Scraping Services
From retail drug prices to clinical trial pipelines, we turn public healthcare websites into structured data your team can act on. Each service below can run on its own or as part of one combined feed. We handle web scraping of healthcare data end to end, from building scrapers to checking every record. Every service covers public sources only, never patient records.
Drug Price Monitoring
Track what every online pharmacy charges for the same medicine, matched by strength, dosage form, and pack size. We collect list prices, sale prices, coupon prices, and price per unit, keep a daily or weekly price history, and flag promotions and price changes, so your pricing team can see exactly where you are cheaper or more expensive than competitors.
Online Pharmacy Product & Availability Data
Collect full product catalogues from online pharmacies, including product names, manufacturers, Rx or OTC status, pack sizes, and product codes. We track in-stock, low-stock, and out-of-stock status by region, along with delivery times, so you can spot shortages and gaps in distribution early, before they affect your sales, supply planning, or patient access.
Clinical Trial Data Extraction
Follow competitor pipelines with structured data from public trial registries such as ClinicalTrials.gov. We extract trial IDs, conditions, interventions, phases, status, sponsors, dates, and sites, then group trials by drug, condition, and sponsor. Status and phase changes are flagged, so your team sees which therapies are moving toward the market and when.
Regulatory & Drug Approval Tracking
Monitor public regulator websites, including the FDA, EMA, and MHRA, for new approvals, generic entries, label updates, recalls, and drug shortages. Everything arrives in one structured feed, matched to the products you track, so you know about a competitor launch, a new generic, or a supply problem the day it is published, not weeks later.
Pharmacy & Healthcare Provider Directory Data
Build accurate lists of pharmacies, clinics, and healthcare providers from public directories and store locators. We collect names, chain or independent status, addresses, coordinates, phone numbers, opening hours, and services offered, then remove duplicates across sources. The result is a clean, map-ready dataset for territory planning, market sizing, or sales outreach, with no patient data.
Medical Research & Publication Data
Track published research on the drugs, conditions, and therapy areas that matter to your business. We extract titles, publication dates, study types, keywords, and abstracts from public research databases, then tag and group them by topic, so you can follow scientific trends and competitor activity without reading every new paper that comes out.
See How Your Drug Prices Compare Before You Commit
Tell us the medicines, pharmacies, or registries you want to track. We’ll send a free sample dataset with matched products and prices, so you can check accuracy and coverage first.
| CareCart | $12.40 |
| PillPoint | $14.20 |
| MediQuickLowest | $11.95 |
| RxValley | $13.10 |
Pharmacies & Health Data Sources We Scrape
Our pharmacy data scraping covers online pharmacies in the US, UK, Europe, Australia and India, plus drug price tools, trial registries, regulator databases and provider directories. We build a scraper for each source you pick, so prices, stock and records arrive in one clean format. Learn more about our web scraping services.
US Online Pharmacies
8- CVS Pharmacy
- Walgreens
- Amazon Pharmacy
- Walmart Pharmacy
- Costco Pharmacy
- Kroger Pharmacy
- Mark Cuban Cost Plus Drugs
- Hims & Hers
UK, Europe & Australia
7- Boots
- Superdrug
- LloydsPharmacy Online Doctor
- Redcare Pharmacy
- DocMorris
- Chemist Warehouse
- Priceline Pharmacy
India Online Pharmacies
5- Tata 1mg
- PharmEasy
- Apollo 24|7
- Netmeds
- Truemeds
Drug Price & Info Sites
6- GoodRx
- SingleCare
- Drugs.com
- DailyMed
- WebMD Rx
- RxList
Clinical Trial Registries
6- ClinicalTrials.gov
- EU CTIS
- WHO ICTRP
- ISRCTN
- CTRI
- ANZCTR
Regulators & Approvals
8- Drugs@FDA
- FDA Orange Book
- FDA Drug Shortages
- EMA
- MHRA
- Health Canada
- TGA
- CDSCO
Research & Publications
4- PubMed
- Europe PMC
- medRxiv
- bioRxiv
Provider Directories
5- NPI Registry
- Google Maps
- Healthgrades
- Zocdoc
- Pharmacy store locators
Don't see your source? Tell us the website and we'll check it for free
We collect publicly available data only. Brand names belong to their owners and are listed to show sources we can scrape, not partnerships.
Built for Pharma Brands, Distributors & Healthcare Analysts
Whether you make, sell, supply or study medicines, our pharmaceutical data scraping services shape each dataset around the decisions your team makes every week, from pricing and stock to trials and approvals.
Pharma Brands & Manufacturers
Track how online pharmacies price, list and stock your products against generics and rival brands, and catch unauthorised discounts, wrong product details or out-of-stock listings by country before they hurt sales.
Distributors & Wholesalers
See which drugs are running short, which pharmacies carry which products, and where prices are moving, so you can plan stock, spot new retail accounts and price your supply deals with confidence.
Online & Retail Pharmacies
Compare your prices with competing pharmacies every day, find products they stock that you don't, and track delivery promises and discount offers so your pricing stays competitive without giving away margin.
Healthcare & Market Analysts
Build drug price indexes, market share views and launch trackers from consistent data across pharmacies and countries, instead of relying on expensive syndicated reports that update once a quarter.
Clinical & R&D Teams
Follow competitor trials, recruitment status, study sites and new publications in one feed, so your team spots pipeline moves and partner opportunities early instead of searching registries by hand.
Regulatory & Market Access Teams
Get alerts on new approvals, label changes, generic entries and shortage notices from regulators in each market, so pricing, launch and access plans are based on the latest public records.
Pharma Data Delivered the Way Your Team Works
No new tools to learn and no messy files to clean. Your healthcare data extraction arrives ready to use, in the format, channel and schedule that fit how your pricing, supply or research team already works.
Your Preferred Format
One row per product, pharmacy or trial record, with the same columns every time, so files open straight in your spreadsheet, BI tool or database.
- CSV
- Excel
- JSON
- XML
Delivered Where You Work
Data lands directly in your systems, dashboards or data warehouse, so your team never has to download, upload or reformat anything.
- REST API
- Amazon S3
- Google Sheets
- SFTP
On Your Schedule
Refresh prices and stock as often as your market moves, track trials and approvals weekly, or order a single snapshot for a study.
- Daily
- Weekly
- Monthly
- One-time
Matched & Checked Data
We match the same drug across pharmacies by strength and pack size, work out price per unit, and check every file before delivery.
- Product matching
- Unit pricing
- Deduplication
- QA checks
How Our Pharmaceutical Data Scraping Works
From your first message to scheduled data delivery, we handle every step of the scraping, matching and quality checks. You get clean pharma data without building or maintaining a single scraper.
Share Your Drugs & Sources
Tell us the products, pharmacies, trial registries or regulator sites you want covered, plus the markets and fields you need. A list of drug names or URLs is enough to start.
01
Get a Free Sample
We scrape a sample from your chosen sources so you can check the fields, accuracy and format against your own data before you commit to anything.
02
Custom Scraper Setup
Our engineers build a scraper for each source, set up to handle logins, pharmacy location filters and layout changes, so your data keeps flowing without gaps.
03
Drug Matching & Quality Checks
We match the same drug across pharmacies by strength and pack size, work out price per unit, remove duplicates, and check every file before it reaches you.
04
Scheduled Data Delivery
Receive fresh data daily, weekly or monthly by API, Amazon S3, Google Sheets, SFTP or email. When a source changes, we fix the scraper so your feed doesn’t break.
05
Why Choose Xwiz for Pharmaceutical Data Scraping
Pharma data is easy to get wrong: the same drug comes in many strengths and pack sizes, prices change by location, and the work has to stay compliant. Here's why pharma brands, distributors and analysts trust Xwiz with it.
Get in TouchEvery Drug Matched Like for Like
We match products by name, strength, dosage form and pack size, and separate brands from generics, so you always compare the same drug across pharmacies.
Public Data Only, Never Patient Data
We collect only publicly listed prices, product details and official records. We never touch patient information, prescriptions or private portals.
NDA Protected From Day One
Every project is covered by an NDA, so the drugs you track, the markets you study and your pricing plans stay private to your team.
Location-Based Prices Captured
Many pharmacies show different prices and stock by ZIP code or store. We collect data for each location you choose, not just one default view.
Fully Managed, Zero Maintenance
We monitor every pharmacy and registry and fix scrapers as soon as sites change, so your pharma data keeps arriving without your team stepping in.
Any Market, Any Language
From US pharmacy chains to Indian e-pharmacies and EU regulators, we cover each market in its local language and currency, delivered in one format.
Case Study
Trusted by Clients Worldwide
Outstanding service! The team delivered accurate Amazon data much faster than expected, exceeding expectations impressively.
The scraping solution was seamless and efficient, saving us countless hours of tedious manual research and analysis.
Excellent communication and consistently reliable results keep our marketing team happy, confident, and fully supported throughout.
Very professional team that customized the scraper precisely to our project requirements, ensuring perfect results.
Impressive accuracy and speed; we use Xwiz's Walmart scraper daily for pricing insights and confident decisions.
Quick turnaround and top-quality output make their service recommendable for any company seeking reliable data.
They handled complex websites like Shein effortlessly, showing excellent attention to detail and responsive support.
Their data extraction helped us analyze competitors efficiently, supported by a reliable and strong team.
Smooth experience from start to finish; final data was perfectly formatted, clean, and consistently reliable.
Affordable, accurate, and responsive, they exceeded expectations on every project, delivering consistently impressive results always.
Frequently Asked Questions About Pharmaceutical Data Scraping
Answers to common questions about pharma data, compliance, sources and delivery.
Pharmaceutical data scraping services collect publicly available data from online pharmacies, drug databases, clinical trial registries and regulator websites, such as drug prices, stock status, trial records and approvals. Xwiz delivers it as clean, structured data, so your team can track the pharma market without building or maintaining scrapers.
We extract drug names, strengths, dosage forms, pack sizes, prices, discounts, price per unit, stock status, delivery times, prescription flags, pharmacy locations, trial phases and status, sponsors, study sites, approval dates and label changes. You choose the fields you need, and every source arrives in one consistent format.
We scrape US pharmacies such as CVS, Walgreens and Amazon Pharmacy, UK and EU sites like Boots and DocMorris, Indian e-pharmacies such as Tata 1mg and PharmEasy, plus GoodRx, ClinicalTrials.gov, Drugs@FDA, EMA and PubMed. If a source isn’t listed, send us the URL and we’ll check it for free.
Scraping publicly available pharma data, such as listed prices, product details and official registry records, is generally legal in most markets. Xwiz never collects patient information, prescriptions or data behind private logins, and every project is reviewed for compliance and covered by an NDA. For specific legal questions, check with your own counsel.
No. We only collect publicly listed information, such as drug prices, product details, trial registry entries and regulator records. We never collect patient records, prescriptions, health histories or any data from private portals, so your project stays clear of protected health information.
We match products by drug name, strength, dosage form and pack size, and keep brands separate from generics. We also work out price per unit, so a 30-tablet pack at one pharmacy can be compared fairly with a 90-tablet pack at another.
Yes. Many online pharmacies show different prices, stock and delivery times by ZIP code or store. We collect data for every location you choose, so you can see regional price gaps, local stock-outs and differences between pharmacy chains in each market.
Yes. Our healthcare data extraction covers registries like ClinicalTrials.gov, EU CTIS and WHO ICTRP, plus regulator databases such as Drugs@FDA, the Orange Book, EMA and MHRA. We can alert you to new trials, status changes, approvals, label updates and generic entries on a daily or weekly schedule.
You can get pharma data daily, weekly, monthly or as a one-time snapshot. Most pricing and stock projects run daily, while trial and approval tracking usually runs weekly. We deliver by API, Amazon S3, Google Sheets, SFTP or email, in CSV, Excel, JSON or XML.
Yes. Share the drugs, pharmacies or registries you need, and we’ll scrape a free sample from your chosen sources. You can check the fields, accuracy and format against your own data before you decide on anything, with no commitment and an NDA in place.
Blog & Articles
Tell Us What Data You Need
Share the websites or apps you need data from and what you want to collect. Our team will review your request and send a plan with a free sample dataset.