Custom Data Collection From Any Website
We collect the exact data you need from any public website (e-commerce listings, business directories, reviews, job boards, real estate, and more) cleaned, structured, and ready to use.
Collection is a standing commitment, not a one-off pull.
- 600+
- Consecutive delivery days on our longest-running pipeline
- 07:00 UTC
- The same window, every single day
- Included
- Repair when a source changes shape, never re-quoted
The data you need exists, but accessing it at scale is the challenge
Valuable public data is scattered across hundreds of websites in inconsistent formats. Aggregating it manually is impractical, and building in-house collection systems takes months of engineering time with no guarantee of long-term reliability.
- Manually collecting data from websites is slow, error-prone, and doesn't scale beyond a few hundred records
- Building in-house scrapers requires engineering capacity and ongoing maintenance most teams can't spare
- Data quality varies dramatically across sources without a standardized collection and validation pipeline
- Multi-website aggregation requires combining incompatible formats and resolving naming inconsistencies
- Keeping datasets current requires continuous recollection that compounds the operational burden
End-to-end custom data collection built around your exact requirements
Pyronets designs and operates data collection pipelines for any type of web data. We handle source identification, extraction, aggregation, cleaning, and delivery, a complete managed service with no scraping infrastructure required on your end.
What you get instead
What you get
Multi-Source Aggregation
Collect data from dozens or hundreds of websites simultaneously and aggregate it into a single unified dataset with consistent field names, formats, and deduplication.
Geographic & Vertical Coverage
Collect data across any geography, language, or vertical market. Multi-country collection with regional normalization for addresses, currencies, and formats.
Flexible Collection Schedules
From one-time historical snapshots to hourly recurring collection, the schedule is entirely configurable. Multiple sources can run on different frequencies within the same project.
Data Validation & Quality Assurance
Every collected record is validated against field requirements, type rules, and range checks. Records failing QA are quarantined and reported separately with failure reasons.
Custom Field Schemas
We collect exactly the fields your project requires, no more, no less. Output schemas are defined upfront and enforced throughout the collection lifecycle.
Multiple Delivery Formats
Datasets are delivered in your preferred format (CSV, JSON, Excel, XML, database insert, or SFTP) with consistent structure across every collection run.
Fields we collect.
A starting point, not a fixed list, the final schema is whatever you sign off on during scoping.
How your pipeline gets built
From first conversation to recurring delivery, with a sample you sign off on before anything runs on a schedule.
Define Scope & Sources
Tell us what types of data you need, which websites or categories of sites to collect from, the fields required, and your intended use. We scope the project and confirm feasibility.
Pipeline Development
We build collection pipelines for each source, define the output schema, and implement normalization and validation logic tailored to the data types involved.
Sample Review & Approval
A sample dataset covering all sources is delivered for your review. You confirm field coverage, format, and quality before full collection begins.
Full Collection & Ongoing Delivery
Full-scale collection runs on your schedule. Datasets are delivered in your format at every cadence, with monitoring ensuring coverage and quality are maintained.
Common use cases.
Business Directory Building
Aggregate business listings from Yelp, Google Maps, Yellow Pages, and niche industry directories into a unified, searchable database for sales or market research.
Consumer Review Aggregation
Collect product or business reviews from Trustpilot, G2, Capterra, Amazon, and other platforms for sentiment analysis, competitive benchmarking, or product research.
Job Market Research
Collect job postings from job boards and company career pages to track hiring trends, in-demand skills, salary ranges, and geographic demand patterns.
E-commerce Catalog Research
Gather product listings, categories, prices, and attributes from multiple retailers to build market maps, identify catalog gaps, or inform private label decisions.
Location Data Collection
Collect store locations, branch offices, service area information, and geographic coverage data from business websites and directories for mapping and analysis.
Public Dataset Compilation
Compile and aggregate publicly available government, NGO, or academic data from multiple portals into unified research-ready datasets with consistent formatting.
Delivery formats
Pick whatever drops straight into your stack.
Industries served
Where this dataset tends to be used.
Validated before it reaches you.
Every batch runs the full validation suite before delivery. If a batch fails, it does not ship. We investigate and repair the extraction first, and you get told what happened.
Frequently asked questions
Yes. Multi-source collection and aggregation is a core capability. We normalize field names, formats, and data types across all sources so you receive one consistent dataset regardless of how many sources are involved.
We support recurring collection at any frequency, hourly, daily, or weekly. Each run can append new records, update existing ones, or deliver only changed records depending on your preference.
Absolutely. One-time project-based collection is supported. We collect the full historical snapshot you need and deliver it as a single dataset with no ongoing commitment required.
We collect from any publicly accessible website: directories, marketplaces, review platforms, news sites, government portals, job boards, real estate listings, and any specialized web source relevant to your project.
Every collection run includes a quality report showing record counts, field completion rates, validation pass rates, and any anomalies detected. We also deliver a sample before full collection so you can verify quality upfront.
Tell us the sources. We'll send back a sample.
Describe the sites and the fields you need. You'll get a proposed schema, a real sample extracted from those sources, and a fixed price, before any commitment.
No retainer required to find out whether your sources are feasible.
Sectors this data serves
Sectors this dataset commonly serves. Schema and cadence are set per project.
Sample output
An illustrative preview of delivered records. The real schema is whatever you sign off on.
| source | company_name | industry | location | employee_count | collected_at |
|---|---|---|---|---|---|
| linkedin.com | Acme Analytics Inc | Software | New York, NY | 240 | 2025-05-19 06:00 |
| crunchbase.com | BuildTech Solutions | Construction Tech | Austin, TX | 85 | 2025-05-19 06:00 |
| yellowpages.com | Metro Dental Group | Healthcare | Chicago, IL | 32 | 2025-05-19 06:00 |
Any Source, Any Data Type
We collect from every category of public web source, structured or unstructured.
E-commerce
Product listings, prices, reviews, availability from any online retailer.
Directories
Business listings, contact records, industry registries, and professional profiles.
Reviews & Ratings
Customer reviews, star ratings, and sentiment data from review platforms.
Job Boards
Job postings, salary data, skills requirements from 800+ boards.
Real Estate
Property listings, prices, rental data, and market analytics.
Marketplaces
Multi-seller marketplace data, seller ratings, and product comparisons.
News & Content
Articles, publications, press releases, and content for media monitoring.
Location Data
Business addresses, coordinates, opening hours, and geographic data.