CSV & Excel
Flat files delivered to email, SFTP, or cloud storage. Schema documented, headers consistent across runs.
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. See our dedicated Amazon and Walmart extraction pipelines.
Court records & legal filings
Federal and state court dockets, filings, case metadata. Continuous monitoring with jurisdiction-specific session handling and captcha resolution.
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.
E-commerce specialization
Amazon and Walmart extraction pipelines.
Our most requested marketplace targets. Purpose-built pipelines with anti-bot bypass, schema normalization, and continuous maintenance.
Amazon data extraction
Prices, all seller offers, BSR, reviews, availability, and variation trees. 97%+ delivery through Amazon's layered anti-bot system.
Walmart data extraction
Product data through Akamai Bot Manager using residential proxies. BSR, pricing, seller info, and WFS fulfillment flags.
Amazon product data schema
Full field documentation for the data we extract. Every field normalized and validated — beyond what PA-API provides.
Switching providers? Compare us to Bright Data or Firecrawl. New to Amazon scraping? Read how to scrape Amazon at scale.
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.
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