Healthcare Data Extraction
FDA clearance for a new diabetes drug posts at 6:42 AM and hospital formulary committees review adoption criteria by noon. DataOx healthcare data extraction gathers physician directories from three state medical boards in parallel. Clinical trial registries refresh at 8:00 with patient enrollment figures by therapeutic area. A rival launches telehealth in Ohio and the update appears in your dashboard within hours.
Healthcare Market Intelligence
Healthcare data extraction gathers market intelligence from medical directories, clinical trial registries, and healthcare facility databases. This method gives you real-time insights into physician credentials, hospital service expansions, drug pricing trends, and competitive healthcare provider activity that shapes strategic decisions.
Data Sources
Hospital directories (HCA Healthcare and CommonSpirit facilities), physician databases (NPI Registry and state medical boards), clinical trial registries (ClinicalTrials.gov and EU Clinical Trials Register), healthcare publications (PubMed and medical journals), provider review platforms (Healthgrades and Vitals), and more.
Implementation timeline
Two to three weeks, depending on the volume and complexity of the data sources. You can get in touch with our data specialists for a more accurate estimate that is customized for your requirements.
The Benefits of Healthcare Data Collection
Healthcare companies that started using medical data scraping report major shifts in how they track competitors and plan their next moves. Pharma teams and analytics firms now monitor provider networks and catch market changes they earlier missed completely.
6x
Speed increase for credential verification tasks. Your team validates physician licenses across twelve states in the time it used to take for two.
89%
Drop in manual data entry mistakes. Facility addresses and specialist certifications come in structured and ready to use.
71%
Time saved on competitive monitoring. Hospital expansion projects and new clinic openings show up in your reports the day they appear in public records.
14x
Growth in dataset coverage. DataOx checks clinical trial registries and medical board databases that your analysts never had time to monitor by hand.
How DataOx Healthcare Data Extraction Works
How DataOx Healthcare Data Extraction Works
DataOx collects information from the public healthcare sources your team already knows about. State medical boards post physician licenses online, for example, while federal registries show clinical trial updates. We visit those same pages and structure the data into files you can use.
State Medical Board Scraping
Hospital Directory Collection
Clinical Trial Registry Tracking
Healthcare Pricing Transparency Files
Drug Approval Database Monitoring
Custom Healthcare Scraping Projects
State Medical Board Scraping
Physician licensing data from every state board – spot new doctors the day get credentialed
DataOx visits state medical board websites on a schedule and extracts practitioner information when it appears. Medical data scraping runs daily or on your custom schedule depending on what your recruitment team cares about most.
New license notifications by state
Specialty certification confirmations
Practice address updates logged
Disciplinary record checks included
Board certification expiration dates
Multi-state privilege verification
Structured CSV or JSON delivery
Hospital Directory Collection
Facility provider lists and department rosters – see which hospitals grew their cardiology teams
We scrape hospital websites that publish their physician networks. With healthcare data collection, you get names and contact information already visible to patients looking for doctors.
Department-specific provider lists
Office locations and phone numbers
Appointment booking availability
Languages spoken by practitioners
Years of experience data
Insurance plans accepted
Affiliation and network status
Clinical Trial Registry Tracking
Trial enrollment numbers and status changes – monitor which studies reach patient targets faster
DataOx checks ClinicalTrials.gov for updates to study information. Clinical data extraction shows you which trials started recruiting and which ones closed enrollment yesterday.
Patient enrollment rate stats
Trial phase progressions logged
Principal investigator changes
Geographic site expansions
Estimated completion date shifts
Sponsor organization tracking
Therapeutic area categorization
Healthcare Pricing Transparency Files
Hospital procedure costs from mandated disclosure files – compare what facilities charge for the same services
Federal regulations require hospitals to publish their prices. We download those machine-readable files and organize procedure costs by facility and insurance payer.
CPT code pricing by hospital
Insurance negotiated rate data
Self-pay discount percentages
Facility fee breakdowns
Geographic cost comparisons
Year-over-year price changes
Outpatient vs inpatient rates
Drug Approval Database Monitoring
FDA clearance notifications and generic approvals – track new medications as regulatory decisions are published
DataOx monitors FDA websites for drug approval announcements. Healthcare data extraction includes approval dates and therapeutic classifications from government databases.
New drug application approvals
Generic medication clearances
Patent expiration calendars
Manufacturer facility changes
Indication expansion notices
Dosage form variations
Orange Book updates
Custom Healthcare Scraping Projects
Tailored data collection for specific intelligence requirements – we extract data from the sources your analysis depends on
DataOx engineers healthcare data scraping systems matched to your research questions. Maybe you track medical device distributors in the Midwest or monitor telemedicine adoption by state. We configure scrapers for those exact sources.
Equipment purchase tracking
Provider network growth analysis
Competitor facility expansions
Regional reimbursement rates
Technology adoption metrics
Patient volume estimates
Market share calculations
How DataOx Healthcare Data Extraction Works
DataOx collects information from the public healthcare sources your team already knows about. State medical boards post physician licenses online, for example, while federal registries show clinical trial updates. We visit those same pages and structure the data into files you can use.
Who We Serve
Healthcare
Recruiters
Pharmaceutical
Companies
Medical Device
Manufacturers
Healthcare
Providers
Healthcare
Analytics Firms
Clinical Research
Organizations
Medical Market
Research
Health Insurance
Providers
Looking for healthcare data extraction that fits your analysis? Let’s talk!
Your pharma competitor launches a clinical trial in three new states and you find out two weeks later from an industry newsletter. DataOx monitors trial registries and physician databases on schedules you control and sends alerts when market dynamics shift in your therapeutic areas.
Medical data extraction from public registries into your analytics systems
DataOx takes your healthcare data requirements and creates the extraction system you describe. We set up the scrapers for physician boards or clinical trial registries. You receive structured files in CSV or JSON on schedules you control works for your research calendar.
NIH
ClinicalTrials.gov
State Medical Boards
FDA Database
HCA Healthcare
CommonSpirit Health
Healthgrades
Medicare.gov
PubMed
CMS Price Transparency
EU Clinical Trials
CSV
XLSX
JSON
XML
Database
CRM
Dashboards
Analytics
Insights
API
use cases
PHYSICIAN CREDENTIAL VERIFICATION AT SCALE
Medical data extraction checks license updates from twelve state medical boards on schedules you control.
Your recruitment team spots a cardiologist who just got credentialed in Florida three days after the board posted it. Competitor recruiters still check these boards once a month.
CLINICAL TRIAL ENROLLMENT TRACKING
DataOx monitors ClinicalTrials.gov for patient recruitment numbers twice daily.
That oncology trial in Boston jumped from 340 to 428 enrolled patients over the weekend. Your pharma intelligence dashboard showed the spike Monday morning.
HOSPITAL NETWORK EXPANSION MONITORING
Web scraping healthcare data checks facility directories for new departments and specialist additions.
If Mayo Clinic Phoenix adds five neurologists this quarter, your competitive analysis report will catch it within seventy-two hours of the website update.
DRUG PRICING TREND ANALYSIS
Medical & pharmacy data scraping services track medication costs across pharmacy chains and transparency databases.
Generic atorvastatin dropped from $52 to $38 per prescription at CVS locations, for example, and your pricing team saw the decrease that same week.
MEDICAL DEVICE MARKET INTELLIGENCE
DataOx scrapes supplier catalogs for surgical equipment pricing and specifications.
A competitor listed their new arthroscopy system at $340K on a regional distributor site. Your sales team adjusted proposals by Friday.
HEALTHCARE MARKET INTELLIGENCE FOR COMPETITIVE STRATEGY
Healthcare market intelligence combines physician migration data with facility expansion records and clinical trial activity.
Your competitor opened three cardiology centers in suburban Dallas last month. DataOx spotted the hiring spree within days of the announcement hitting LinkedIn.
Data categories we extract across healthcare platforms
Licenses
Certifications
Enrollments
Specialties
Credentials
Trial Enrollments
Drug Prices
Patent Expirations
Device Specifications
Pricing files
8 Years of Uninterrupted Growth: How We Built the Ultimate AI Recruitment Platform from Scratch
Challenge
Discovered as the recruitment automation company needed to develop and scale AI-powered tools for small and mid-sized businesses. The core product – a customizable interview guide generator – required continuous development, enhancement, and strategic technical implementation to stay competitive in the rapidly evolving HR tech market.
Solution
Services delivered
Data Services:
- Data integration
- IDP (Intelligent document processing)
ATS (application tracking system) development
Development services:
- API development
- Full-stack Custom SaaS development
- AI-driven behavior automation implementation
- Continuous platform enhancement and maintenance
- Advanced onboarding system development
client priority
Team stability and dedicated support – ensuring consistent development team throughout the 8+ year partnership
Results
Platform Scale & Performance:
- 900K+ candidates in the system with 780K resumes
- 3.8K active job openings from 20K total posted
- 2.5K active client companies with 1K new companies added annually
- 3TB of data storage (AWS S3) supporting massive operations
- 120K assessments completed in the last year
- 20K video interviews conducted and processed
Choose your healthcare data sources to scrape
NIH
ClinicalTrials.gov
State Medical Boards
FDA Database
CMS Transparency
HCA Healthcare
CommonSpirit Health
Mayo Clinic
Cleveland Clinic
GoodRx
Healthgrades
Medicare.gov
PubMed
EU Clinical Trials
CVS
Custom
our simple 5-step process
Getting started with DataOx.
Step 1
Send Us a Request
Choose the Most Convenient Way to Reach Us
You can contact us through the channel that works best for you:
Email sales@data-ox.com or any contact button on our website. Our average response time is 2-4 hours during business days.
Schedule a call directly through our Calendly – the quickest way to discuss your data requirements and project scope.
WhatsApp for quick questions or to start the conversation about your project needs.
Step 2
Discuss Your Requirements (+ NDA IF NEEDED)
We Listen to Understand Your Needs
During our initial conversation, we focus on understanding your specific data requirements, business goals, and expected outcomes. For sensitive projects, we can sign an NDA before diving into details. We ask targeted questions to clarify scope and identify the best approach for your project.
What data you need and from which sources
Your timeline and delivery preferences
Technical requirements and integrations
Budget considerations and project scope
NDA and confidentiality (optional)
Step 3
Receive Your Proposal
Clear Scope, Timeline, and Pricing
You’ll receive a detailed proposal with everything you need to make an informed decision:
Project scope and deliverables
Technical approach and methodology
Timeline with key milestones
Fixed pricing with no hidden costs
Data delivery format and schedule
Step 4
Contract & Project Kickoff
Let's Make It Official and Start Building
Once you approve the proposal, we’ll sign the service agreement and introduce your dedicated project manager. Our team will be assembled and ready to start up to 10 days.
Step 5
Delivery & Ongoing Support
Reliable Results and Long-term Partnership
We deliver your data solution on time, with full documentation and support. Our relationship doesn’t end at delivery – we provide ongoing maintenance and optimization as your business grows.
why companies choose dataox for healthcare data scraping services.
consistent uptime, continuous monitoring
DataOx scrapers run constantly even when state medical boards update at 3 AM on holidays.
accurate data
at every step
Automated extraction plus human verification catches license typos and registry errors your team would miss.
predictable pricing
regardless of volume
Tracking two registries costs what tracking twenty registries costs – enrollment data spikes don’t change your monthly invoice.
strict data
security protocols
Your competitive healthcare intelligence stays locked down with NDAs. We never share trial tracking lists or physician datasets with anyone.
pharmacy and medical
data extraction expertise
Medical & pharmacy data scraping services track drug pricing databases and supplier catalogs. Your pricing team sees generic cost drops the week they happen.
repetitive tasks eliminated, intelligence work prioritized
We automate your web scraping healthcare data collection – your intelligence team focuses on analysis rather than copying credentials.
trusted by clients who value data security
For full details, visit our Privacy Policy
SSL Secured
GDPR Ready
CCPA Aware
Transparent Data Use
trusted technologies behind our data solutions
core languages
Python
Java
Java Script
web scraping & crawling
Playwright
jsoup
Scrapy
Selenium
Puppeteer
data processing & enrichment
Pandas
NumPy
Dask
PySpark
Open Refine
GPT API
Clearbit
system integration & apis
FastAPI
Spring Boot
Kafka
RabbitMQ
REST
GraphQL
document & ticket automation
Tesseract
pdfminer
Camelot
PDFBox
2Captcha
Amadeus API
Eventbrite API
custom data visualization
Plotly
Streamlit
Seaborn
Matplotlib
Bokeh
Altair
D3.js
Chart.js
Highcharts
cloud & delivery infrastructure
AWS
Docker
GitHub Actions
Redis
PostgreSQL
Firebase
Heroku
what our clients say about us
I’ve worked with Vladislav and DataOx twice now and have been impressed both times. They don’t just do everything they committed to do — on time and on budget — but they go above and beyond. On this second project, they showed initiative and added something they suspected I would want. They were right. I cannot recommend him and them any more enthusiastically. I’m a big fan.
March 13, 2026
We worked with the DataOx team on a complex internal project that involved building a custom software solution with Slack Bot integration, sophisticated server-side logic, and automated API workflows. The system needed to fetch, process, and store data in an intermediate database, and—only if specific conditions were met—push that data through additional APIs to our target software. It was no small task.
So far, everything is running flawlessly, and we couldn’t be more satisfied. Their communication was consistently sharp, fast, and proactive—so fast, in fact, we sometimes had to catch up with them! Whether it was refining a feature, squashing a bug, or adjusting requirements on the fly, the team was always on it.
What really stood out was the professionalism: we had a dedicated, experienced project manager who kept everything aligned and moving smoothly. DataOx truly listens, understands your needs, and delivers high-quality work with precision.
If we could give 10 stars, we would. Highly recommend this outstanding team—and we’re definitely looking forward to working with them again!
March 13, 2026
Prompt. Got Job Done exactly how we wanted. Communicated clearly with the team about expectations and deadlines.
March 13, 2026
High Quality, fast data scraping from the team at DataOx. Very communicative and always proactive in understanding requirements before starting the work. Used multiple times, and will be using in the future!
March 13, 2026
Both the quality and the speed of delivery were awesome, and the communication along the way with our project manager and sales leader was perfect. They were both good at eliminating ambiguity in our requirements which resulted in a delivery we are very happy with.
March 13, 2026
I worked with DataOx on a data scraping. everything was done on time and with high quality. Vladislav and his team showed a high level of professionalism and attention to detail. I recommend DataOx to anyone looking for reliable specialists in web scraping!
March 13, 2026
These guys are simply the greatest. They are timely and accurate in their work, they communicate quickly, and I feel they genuinely understand and care for our needs. Whatever we have asked for, they have delivered. They made us a web scraper and automated many processes for our webshop. We started working together with Andrew and Bogdan in November 2022, and they are a delight to work with. Bogdan as our project leader, has been great! We will continue to work with DataOx for our projects.
March 13, 2026
COMMON QUESTIONS ABOUT DATAOX HR & RECRUITMENT DATA SCRAPING
What is healthcare data extraction and how does it work?
DataOx visits public medical registries and hospital websites to collect physician licenses. We collect clinical trial updates and facility information. You get structured CSV or JSON files on the schedule you choose.
Which healthcare sources can DataOx scrape?
DataOx scrapes state medical boards and ClinicalTrials.gov. We also scrape FDA databases and hospital directories. Drug pricing sites and provider review platforms too. Plus we create custom scrapers for specialized medical databases your team tracks.
How does medical data scraping help pharmaceutical companies?
Medical data scraping lets DataOx monitor clinical trial enrollments when they are posted. Your pharma intelligence team sees competitor trial expansions the same week they happen. Generic medication clearances show up fast.
Is healthcare data scraping legal and compliant?
DataOx collects publicly available information — the same data accessible to anyone visiting these websites.
How accurate is clinical data extraction compared to manual research?
Clinical data extraction by DataOx includes automated validation plus human QA checks. We catch registry typos and credential errors that manual copying typically misses.
What delivery formats does DataOx provide for healthcare data?
DataOx sends structured files in CSV or JSON or Excel formats. You receive physician credentials and trial enrollment numbers. Drug pricing data comes ready for your analytics platform.
Can DataOx track drug pricing and pharmacy data?
Medical & pharmacy data scraping services by DataOx monitor GoodRx and CVS. Pharmacy chains too. CMS transparency files as well. Your pricing team sees generic cost changes within days of publication.
How does DataOx support healthcare market intelligence projects?
DataOx provides healthcare market intelligence by combining physician migration patterns with facility expansions. Clinical trial activity is tracked. You see competitor healthcare system growth when it develops. Specialist hiring trends appear fast.
Get a Cost Estimate for Healthcare Data Scraping Services
Please answer a few questions about your data needs, and our experts will get back to you with a custom cost estimate.
What type of healthcare data do you need?
Physician credentials & licensing
Clinical trial enrollment tracking
Hospital network & facility data
Drug pricing & pharmacy data
Medical device market intelligence
Healthcare market intelligence
All of the above
Other (please specify)
NEXT
Which platforms do you need data from?
1-3 sources (state medical boards, ClinicalTrials.gov)
4-10 sources (FDA databases, hospital directories, pricing sites)
10+ sources (comprehensive tracking across all healthcare registries)
Custom/niche medical databases
PREVIOUS
NEXT
How often do you need data updates?
One-time extraction
Real-time monitoring (every 1-5 minutes)
Hourly updates
Daily updates
Weekly updates
Monthly updates
PREVIOUS
NEXT
Anything else you'd like to add? (optional)
Required fields
Preferred way of communication
Any
Zoom/Google Meet
PREVIOUS
FINISH
Just one more step!
Thanks for sharing your data needs with us! 👋
You will receive the estimate for your project within 72 hours. It’s non-binding and absolutely free.