What we extract Request a quote
Services

Web data extraction services for any source, any format, any cadence.

We build and operate structured data pipelines from websites and APIs. You define the schema and delivery cadence. We handle the infrastructure, anti-bot, and ongoing maintenance.

What we extract

Source types we operate in production.

Not proof-of-concepts. These are sources we extract from daily or weekly for active client engagements, maintained through years of site changes.

Marketplaces & product catalogs

Distributor catalogs, reseller product feeds, marketplace listings, SaaS directories. Schemas normalized across sources into your data warehouse.

Government & regulatory data

Licensing registries, carrier databases, public filings, compliance records. Bulk extraction from agency portals with session management.

Professional & provider directories

Healthcare providers, attorneys, specialists, association members. Structured contact and credential data at national scale.

Pricing & competitive intelligence

Retail pricing, marketplace positioning, inventory levels, promotion tracking. Delivered daily or on demand into BI warehouses.

Industry-specific databases

Out-of-home media inventories, 3D-model catalogs, software license data, niche association records. Long-tail sources welcomed.

How we extract

Infrastructure built for adversarial environments.

Most scraping vendors sell proxy credits or no-code builders. We sell a working pipeline — managed infrastructure included.

  • Rotating proxy infrastructure Residential, datacenter, and ISP proxies managed per-source. IP reputation monitoring and automatic rotation on detection.
  • Captcha & challenge resolution We handle the challenge pages that block automated access to publicly available content, including JS-based challenges and image/audio verification.
  • Browser automation Fingerprint management, request-timing patterns, and rendering for JS-heavy and captcha-protected public pages.
  • Source-change monitoring Automated detection of layout changes, selector drift, and schema modifications. Alert-driven maintenance before data quality degrades.
  • Retry & recovery Exponential backoff, proxy failover, session re-establishment, and partial-run recovery. No manual babysitting required.
How you receive it

Structured data, delivered where you need it.

Every pipeline delivers clean, validated, schema-conformant data on your schedule.

CSV & Excel

Flat files delivered to email, SFTP, or cloud storage. Schema documented, headers consistent across runs.

JSON & NDJSON

Structured JSON for API consumers, data lakes, and AI/ML pipelines. Nested schemas supported.

API endpoint

RESTful API serving your extracted data on demand. Authenticated, rate-limited, documented.

Database & warehouse

Direct insertion into PostgreSQL, MySQL, BigQuery, Snowflake, or S3. Schema migrations handled.

Industry verticals

Data extraction tailored to your industry.

We operate pipelines across regulated, technical, and high-volume industries. Each has distinct anti-bot patterns, compliance requirements, and schema needs.

Healthcare

Provider directories, market intelligence, competitive data.

Legal & litigation

Court filings, docket monitoring, case metadata.

Finance & alt-data

Litigation finance, competitive pricing, market signals.

AI & ML training

Structured catalogs, 3D models, training datasets.

Public sector

Regulatory data, carrier registries, compliance records.

Custom projects

Any source, any schema. Scoped and quoted within 48 hours.

Tell us what you need to extract.

Describe the sources, schema, and cadence. We'll reply with a scoped quote within 48 hours.

Request a quote