Customized Data Built Around Your Needs
When your data requirements don't fit a standard template, we build it from scratch. Custom schemas, custom sources, custom delivery logic, and fully managed ongoing pipelines for any use case.
| Source | Records | Format | Status |
|---|---|---|---|
| Amazon.com | 241,832 | CSV | ✓ Delivered |
| Zillow.com | 18,441 | JSON | ✓ Delivered |
| LinkedIn Jobs | 94,320 | API | ● Processing |
| Booking.com | 7,821 | Excel | ✓ Delivered |
| Glassdoor | 31,290 | S3 | ✓ Delivered |
You define the shape. We make the sources fit it.
- You define
- Field names, types and units are yours to set
- Signed first
- Agreed in writing before extraction is written
- Any target
- Parquet, CSV, S3, warehouse or REST callback
Off-the-shelf data products rarely match your actual requirements
Most data services are built around common use cases. Businesses with specialized needs: unusual industries, niche data types, complex collection logic, or unique delivery requirements: end up with data that almost fits but not quite, creating downstream work and quality gaps.
- Standard scraping services don't accommodate niche industries with non-standard website structures
- Custom schema requirements are rarely supported by template-based data products
- Hard-to-access data (behind login walls, in unusual formats, or from obscure sources) is ignored by off-the-shelf tools
- Delivery requirements that don't match standard CSV or JSON formats require custom engineering
- Ongoing managed pipelines with complex business logic need dedicated engineering support
A dedicated engineering team that builds exactly what you need
Pyronets takes on complex, non-standard data projects that other providers decline. We design and build the entire collection, transformation, and delivery pipeline to your exact specification, then manage it indefinitely.
What you get instead
What you get
Fully Bespoke Schema Design
We work with you to design the exact output schema your use case requires (field names, data types, relationships, and nested structures) and build the extraction pipeline to match it.
Multi-Source Aggregation
Collect from any combination of sources (mainstream platforms, niche vertical sites, public data portals, regional sites) and aggregate into a single coherent dataset.
Complex Collection Logic
Multi-step collection sequences, stateful crawls, form submission flows, authentication handling, and conditional extraction logic built to match any site's requirements.
Custom Delivery Schedules
Delivery timing, frequency, and format are entirely configurable. Run multiple pipelines on different schedules and combine or separate outputs however your workflow requires.
Custom Validation Rules
Domain-specific validation logic is built into the pipeline: business rule checks, cross-field validation, anomaly detection, and QA thresholds defined to your exact requirements.
Ongoing Managed Pipeline
Custom pipelines are not one-off deliveries. We operate them indefinitely with monitoring, maintenance, and adaptation as source websites and your requirements evolve.
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.
Discovery & Specification
We conduct a detailed discovery session to understand your data requirements, target sources, business logic, schema needs, delivery expectations, and success criteria.
Solution Design
We produce a written solution specification covering architecture, field schema, collection approach, validation rules, delivery format, and timeline for your review and sign-off.
Build, Test & Iterate
The pipeline is built to specification with a sample delivered for your QA review. We iterate on the design based on your feedback until the output meets your requirements.
Production & Ongoing Management
The pipeline goes into production with full monitoring. We manage all maintenance and adapt the pipeline as your requirements or source websites change over time.
Common use cases.
Niche Industry Data
Data collection from specialized vertical markets (maritime shipping, agricultural commodities, medical devices, specialist B2B directories) where standard tools don't apply.
Regulatory & Compliance Data
Collect data from government portals, regulatory filings, court records, and public registers into structured datasets for compliance monitoring or legal research.
Academic & Scientific Research
Build custom research datasets from academic databases, clinical trial registries, patent filings, and scientific publication platforms with research-specific schemas.
Internal Data Enrichment Pipelines
Augment internal CRM, ERP, or product systems with external web data collected and matched to your internal records on a defined update schedule.
Multi-Market Intelligence Programs
Build comprehensive intelligence datasets spanning multiple markets, geographies, and data types into a unified output tailored to your strategic research needs.
Hard-to-Access Data Sources
Collection from sources that require login, multi-step navigation, unusual formats, or advanced anti-scraping countermeasures that generic tools cannot handle.
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
Custom projects involve non-standard schemas, specialized sources, complex collection logic, unique delivery requirements, or data types not covered by our standard service offerings. If you describe your need and it doesn't fit another service page, this is the right starting point.
Yes. We regularly take on novel data collection challenges. We assess feasibility during the discovery phase and are transparent about what is achievable before you commit to the project.
Custom projects are scoped individually. After the discovery session we produce a written specification and a fixed-price quote for the build phase, plus a monthly fee for ongoing managed operation.
Yes. If you have an existing data collection process that needs extension, improvement, or supplementation, we can take it over, audit it, and extend it as needed.
Changes to schemas, sources, or business logic are handled as change requests. Minor changes are typically included within the monthly management fee. Significant scope additions are quoted separately.
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 | record_type | field_a | field_b | delivered_at |
|---|---|---|---|---|
| custom_source_1 | product_listing | Ergonomic Chair Pro | $449.00 | 2025-05-19 06:00 |
| custom_source_2 | job_posting | Senior Data Engineer | Remote · $180K | 2025-05-19 06:00 |
| custom_source_3 | property_listing | 142 Maple Ave, Rotterdam | $689,000 | 2025-05-19 06:00 |