Crawlify extracts, enriches, and verifies healthcare data from government databases, pharmacy platforms, and regulatory sources. Cross-pharmacy pricing, clinical trial pipelines, FDA actions, and provider directories: structured, compliant, and delivered to your systems.
The Problem
openFDA returns JSON. ClinicalTrials.gov returns XML. CMS publishes 500MB CSVs. NPI gives you 2.7 million records. All free. All require engineering to normalize, cross-reference, enrich, and keep current. Most healthcare organizations don't have a data engineering team. They have a compliance team that needs clean data yesterday.
What does a patient actually pay for Ozempic at CVS vs Walgreens vs Amazon Pharmacy vs Cost Plus Drugs? CMS knows the reimbursement rate. HRSA knows the 340B ceiling price. Nobody aggregates the actual consumer cash and coupon prices across pharmacies in structured data. That data lives on pharmacy websites, behind JavaScript and anti-bot measures.
340B purchases hit $81.4 billion in 2024, up 23% YoY. CMS is taking regulatory control from HRSA. The IRA is restructuring 340B margins starting 2026. Self-insured employers, hospitals, PBMs, and policy researchers all need better visibility. The data exists in fragments across HRSA, CMS, and manufacturer disclosures. Nobody normalizes it.
The Data Product
Every domain ships as a documented schema. Normalized, cross-referenced, and traceable to a public source.
Sample Data
This is what arrives in your stack: structured, source-traceable, and human-verified.
Request a Healthcare Data Sample
{
"ndc": "00071-0155",
"drug_name": "Ozempic",
"generic_name": "semaglutide",
"manufacturer": "Novo Nordisk",
"dosage_form": "injection",
"strength": "2 mg/3 mL",
"pharmacy": "Cost Plus Drugs",
"cash_price": "$968.52",
"coupon_price": "$842.00",
"zip_code": "78701",
"source_url": "https://costplusdrugs.com/medications/ozempic",
"captured_at": "2026-06-21T08:14:00Z",
"verified_at": "2026-06-21T11:02:00Z"
}Sources & Coverage
Cash, coupon, and insurance pricing for thousands of drugs across major pharmacy chains and online pharmacies. Normalized by NDC, dosage, quantity, and geography. Updated daily to weekly. The data that doesn't exist in any government API.
Active, recruiting, and completed trials from ClinicalTrials.gov, enriched with sponsor pipeline data, therapeutic area classification, and competitive trial landscape. Structured for pharma strategy, investor research, and academic analysis.
Approvals, recalls, safety communications, label changes, patent expirations, and Orange Book updates as structured daily data. Know when a generic competitor is cleared, when a safety warning is issued, or when a patent cliff approaches.
NPI-enriched provider records with specialty, organization, address, and credential data. Cleaned, deduplicated, and kept current against the NPI registry and state licensing boards.
Who Buys This Data
Cross-pharmacy pricing data to evaluate drug costs, negotiate with PBMs, and identify savings opportunities for employee health plans.
Competitive pricing intelligence, clinical trial landscape monitoring, and generic-entry tracking. At a fraction of IQVIA's cost.
Drug pricing trends, patent cliffs, pipeline intelligence, and 340B regulatory shifts as structured data for investment research and due diligence.
340B pricing visibility, formulary data, and provider directory maintenance. Compliance-critical data without enterprise-platform budgets.
Drug pricing transparency data for policy analysis, 340B program research, and healthcare access studies.
Case Study
Crawlify extracts only publicly available healthcare data: published drug prices, public clinical trial registries, FDA regulatory filings, and NPI provider records. We do not collect patient data, protected health information (PHI), or any data behind authentication walls. Every record is traceable to a public source URL, and for organizations subject to HIPAA our extraction scope falls within publicly available information and does not trigger PHI handling requirements.
How It Works
Tell us what you need, from which sources, in what format. We handle feasibility and scheduling.
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Our AI engine crawls any source. JavaScript-rendered sites, PDFs, APIs, dynamic content. Handles pagination and bot detection.
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Every record goes through human QA. Our analysts check accuracy, flag anomalies, confirm source. 98%+ verified accuracy.
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Clean data flows to your stack. REST API, S3, Snowflake, webhooks, Google Sheets, CSV. On your schedule. Logged and retried.
Learn moreStage 1 of 4: Scope
How It Compares
| Capability | openFDA / ClinicalTrials.gov | IQVIA / IntegriChain | Generic Scraping Vendors | Crawlify |
|---|---|---|---|---|
| Drug Pricing Intelligence | No | Yes | Limited | Yes |
| Clinical Trial Data | Yes | Yes | Limited | Yes |
| FDA Regulatory Monitoring | Yes | Yes | Limited | Yes |
| Data Enrichment | No | Yes | Basic | Yes |
| Cross-Source Normalization | No | Yes | Limited | Yes |
| Human Verification | No | Yes | No | Yes |
| Structured API & CSV | API Only | Yes | Limited | Yes |
| Ready-to-Use Dataset | No | Yes | No | Yes |
| Mid-Market Pricing | Free APIs | $$$$$ | $$ | Yes |
| Best For | Raw government data | Enterprise analytics | Basic scraping | Healthcare data pipelines |
Use Cases
A benefits consulting firm monitors cash and coupon prices for 200 high-cost drugs across CVS, Walgreens, Amazon Pharmacy, and Cost Plus Drugs. Weekly verified data. Used to negotiate PBM contracts and identify lower-cost pharmacy alternatives for employer clients.
A mid-size biotech tracks all Phase 2 to 3 trials in their therapeutic area (GLP-1 agonists). Crawlify delivers structured trial records weekly: sponsors, enrollment, status, locations, results availability. Feeds their competitive intelligence pipeline.
A generics company monitors Orange Book patent expirations and FDA ANDA approvals for their target molecules. Daily verified data alerts them when a competitor's generic is approved or when a patent exclusivity expires.
Drug pricing (cross-pharmacy cash/coupon), clinical trial intelligence (ClinicalTrials.gov enriched), FDA regulatory monitoring (approvals, recalls, patent data, safety communications), and provider directory data (NPI-enriched).
Tell us which drugs, trials, or regulatory areas to track. We extract, verify, and deliver structured data from public sources: on your schedule, in your format.
No credit card. No commitment. Just clean data.
