01
R&D and competitive intelligence
Map trials and development activity.
Track public trials, sponsors, interventions, phases, sites and source-reported statuses for a market or therapy area.
Healthcare & pharma
Track clinical trials, drug prices and healthcare markets.
Get data from trial registries, regulatory databases, medicine pages and provider directories. Monitor drug development, compare published prices and follow market changes with recurring updates.
Use cases
Support healthcare market, access and research teams with public records.
Public source updates help teams monitor development activity, compare markets and keep healthcare research datasets current.
02
Regulatory and medical affairs
Follow public medicine records and revisions.
Follow public labels, assessment reports, approvals, safety notices, recalls and authority documents.
03
Market access and pricing
Compare public pricing and coverage context.
Collect public product, pack, price, formulary and coverage-policy observations by market and source.
04
Provider and directory data
Observe public product and supply changes.
Maintain public provider, facility, specialty, organization, location and directory records.
Sources and fields
Track clinical trials, drug prices and healthcare markets.
Start with the registries, regulators, product pages and directories your team follows, then confirm fields and cadence with sample records.
Clinical trial registries
Regulatory medicine databases
Formulary, pricing and product pages
Provider directories and public notices
Trial and product IDs
Status, phase, price or formulary fields
Observation date and revision history
Public pages and documents
Source-specific fields by pilot
Public healthcare sources
Example data
What a healthcare record can include.
A healthcare record keeps source-native identifiers, dates, market context and revisions beside normalized fields.
01 · Source
Authority and ID
Registry ID, authority, document URL, product key, provider ID or facility ID.
02 · Entity
Trial, product or provider
Trial, sponsor, product, ingredient, provider, organization, specialty or location.
03 · Market
Status and market fields
Status, phase, pack, strength, displayed price, formulary position, notice type or effective date.
04 · History
Dates and revisions
First seen, last seen, changed fields, source date, capture URL and schema version.
Example healthcare record
- record_id
trial_obs_example_001
- registry
ClinicalTrials.gov
- nct_id
NCT########
- sponsor
Example Biopharma
- intervention
Example compound
- phase
PHASE2
- overall_status
RECRUITING
- source_updated
2026-07-28
- observed_at
2026-07-30T08:15:00Z
- program_link_state
candidate
- missing_cues
[authoritative_product_id]
- clinical_assessment
not_provided
Source ID, market and revision state retained.
Method
Link healthcare records by source identifiers first.
Stable registry, authority, product and provider identifiers are used before name matching. Candidate matches stay visible in the record.
- Use source-native IDs first
- Retain raw values beside normalized fields
- Append revisions by source and date
- Flag candidate links for review
The result is a record your team can inspect, filter and deliver into downstream systems.
Registry ID and source status
NCT ID, sponsor, phase and status retained.
Product identity
Medicine and pack fields
Ingredient, dosage, strength and market retained.
Provider identity
Directory ID and location
Organization, specialty and address retained.
Revision history
Changed source fields
Revision state
Status, document and price changes appended over time.
Data quality
Make healthcare market records easy to compare and review.
Each record shows the public source, identifier, market, date and update state.
Trial record historyNCT########
4 observations12 Jul · registryStatus reported as recruitingObserved
19 Jul · registryNo source-field changeObserved
28 Jul · registryEnrollment field revisedChanged
30 Jul · collectorRegistry request did not completeFailed
Healthcare fields checked
Trial, medicine, price, formulary, provider, directory and notice fields.
Source IDs first
Registry, product, provider and authority identifiers drive matching before names.
Market changes visible
Status, price, formulary, directory and document changes can be appended over time.
Known gaps stay visible
Unavailable pages, missing fields and failed collections remain distinct states.
Public healthcare sources
Trial registries, regulatory databases, medicine pages, pricing pages and directories.
Structured market data
Extraction, normalization, identity matching, revisions and delivery when scoped.
Research-ready feeds
Drug development monitoring, price comparison, market access research and provider-market analysis.
Delivery options
Choose how you get your data.
Start with a dataset, connect an API, or have us collect and deliver the data for you.
Datasets
Find a dataset for your project.
Browse ready-made datasets and review the available sources, fields and samples.
FeatureDetails
CoverageAvailable sources, markets and date ranges
FormatStructured files for analysis or import
SampleCheck the fields before you buy
Best for · One-time research, model development or an initial data load.
Browse datasetsGet started
Start with a sample.
Review data from your chosen sources before planning a larger delivery.
- 01 · Brief
Tell us what to track
Share your sources, markets and the data you need.
- 02 · Sample
Review example records
Check the fields and format against your project.
- 03 · Delivery
Choose your setup
Agree the collection frequency and where the data should go.
- 04 · Launch
Put the data to work
Connect your application or start receiving your feed.
FAQs
Buying healthcare & pharma data
Answers for source coverage, fields, delivery and first samples.
Which healthcare sources can be covered?
Public trial registries, regulatory databases, medicine pages, formularies, pricing pages, provider directories, safety notices, supply updates and institutional reports can be evaluated.
Which fields can be delivered?
Records can include identifiers, source URLs, statuses, dates, products, packs, prices, formularies, providers, specialties, locations and revision fields.
Can changes be monitored over time?
Yes. Recurring collection can retain source-reported changes and previous values after the feed begins.
Can provider and facility directories be collected?
Public directory fields can be evaluated, including identifiers, organizations, specialties, locations and public contact fields.
How is the data delivered?
Use APIs for page access, recurring feeds for maintained records, or Managed Data for operated collection and delivery.
Healthcare data from public sources
Get sample healthcare records for your source panel.
Share the registries, authorities, products, providers, markets, fields and cadence you need. We will map coverage and show example records.