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🔥 High demand in 2026

Healthcare & Pharma Data Scraping

Drug pricing, clinical trial data, FDA approvals, NPI provider directories, and hospital information from public US health data sources — structured for pharma, payers, providers, and health technology teams.

3–7 days  pilot turnaround Hourly / Daily  refresh CSV · JSON · API  delivery

Healthcare is one of the highest-value verticals for US web scraping — pharma intelligence, payer analytics, health system competitive insight, and digital health platforms all need access to public health data at scale. We extract from FDA, ClinicalTrials.gov, NPI registry, drug pricing sites, hospital directories, and public regulatory sources. We work strictly with public data and do not handle patient-level PHI.

What you get

Engineered for real production use.

Drug pricing data

Brand and generic drug prices across US pharmacies, GoodRx tiers, manufacturer list prices, and pricing variation by geography.

Clinical trial data

Active and completed clinical trials from ClinicalTrials.gov with phase, sponsor, condition, intervention, status, and enrollment data.

FDA approval pipeline

Recent FDA approvals, drug pipeline status, generic entry dates, biosimilar approvals, and recall notifications.

NPI provider directory

National Provider Identifier records with provider name, specialty, location, group affiliation, taxonomy codes — fully public dataset.

Hospital & system data

Hospital names, addresses, bed counts, system affiliations, service lines from public CMS data and hospital websites.

Payer & formulary data

Where surfaced publicly, payer formulary status, tier placement, and prior-authorization requirements.

Sample Schema

This is what your healthcare data scraping output looks like.

healthcare-pharma-data-scraping_sample.csv ● LIVE SCHEMA
SourceEntity TypeNameCategoryStatusLocationUpdate DateCaptured (UTC)
ClinicalTrials.govTrialNCT05XXXXXX — Diabetes Type 2 Drug XEndocrinologyPhase 3 ActiveMulti-site US2026-05-152026-05-19 10:30
NPI RegistryProviderDr. M. Johnson, MDCardiologyActiveBoston, MA2026-04-222026-05-19 10:30
FDAApprovalDrug Y (manufacturer A)OncologyApproved2026-05-122026-05-19 10:30

Sources we typically cover: FDA.gov · ClinicalTrials.gov · NPPES NPI Registry · CMS Hospital Compare · GoodRx (public pricing) · Hospital websites · Drugs.com · Public pharmaceutical announcements

Who uses this

Teams that ship with this data weekly.

Pharma competitive intelligence

Track competitor pipeline, FDA approval timing, generic entries, and pricing dynamics across drug classes.

Health tech & digital health

Build provider directories, drug databases, and clinical decision support tools on top of structured health data.

Payer analytics & PBMs

Cross-payer formulary comparison, drug pricing benchmarks, and provider network analysis.

Investment & equity research

Track health system M&A signals, pharma pipeline progress, and digital health platform growth indicators.

Process

From requirements to delivery — fast.

01

Requirements

30-min call to confirm sources, fields, frequency, and output schema.

02

Pilot in 3–7 days

Sample dataset delivered for your team to validate coverage and quality.

03

Production + SLA

Scheduled jobs, monitoring, retries, reporting — backed by uptime SLA.

Get a sample dataset in 3–7 days.

Tell us the sources and fields you need. We will reply within 1 business day with a sample schema and a fast estimate.

Request sample data
FAQ

About healthcare data scraping.

Is healthcare data scraping HIPAA-compliant?

We work strictly with publicly available data (FDA publications, NPI registry, public clinical trial records, public drug pricing). We do not access, process, or deliver any protected health information (PHI). HIPAA primarily governs PHI handling — not public regulatory data.

Can you scrape patient-level data?

No — we do not scrape, deliver, or handle patient-identifiable information of any kind. Our scope is public regulatory, provider directory, and pricing data only.

How fresh is the FDA approval data?

FDA approval notifications are captured within 24 hours of public posting. ClinicalTrials.gov updates are tracked daily.

Do you cover international clinical trials?

Our primary coverage is US-focused (ClinicalTrials.gov, FDA). International trial data via EU CTR or ICH sources can be added on request.