Senior engineering · Production systems · Since 2005
We build and operate production systems where the hard part is the data — custom SaaS platforms, marketplace and e-commerce engineering, large-scale web data extraction, and AI intelligence layers built on top. Our longest client engagement runs over a decade. Multiple engagements exceed five years.
What we build
Not a web agency. Not a dev-shop-for-rent. A small senior team that ships systems and keeps them in production for years.
Production SaaS built from scratch and maintained beyond launch. Healthcare drug-value analytics, KYC and due-diligence platforms with ten-plus external data-source integrations, domain-specific analytics products.
Amazon SP-API, ChannelAdvisor, eBay, Walmart, Newegg, Houzz integrations. Production marketplace operations with catalog sync, feed processing, buybox intelligence, and order automation. Shopify and BigCommerce builds for smaller clients.
Seven-plus years operating production scraping pipelines in legal, compliance, marketplace, and directory verticals. Anti-bot-protected, captcha-gated, session-locked, JS-rendered sources. Billions of records extracted from thousands of websites.
Natural-language Q&A over client data, AI-enriched metadata, auto-generated trend briefings, on-demand dashboards, agent workflows. Built custom on top of the pipelines and integrations we already run — not a generic off-the-shelf product.
Where we've shipped
Examples from production engagements. Names withheld. The pattern is the same: hard-to-reach data, delivered structured, kept flowing.
AI & Physical Intelligence
Extracted 3D-model files and metadata from twenty-plus catalog sites for a physical-AI company feeding their training pipeline. Client went on to major industry conference exposure and government contracts.
Legal & Courts
Replaced an enterprise legal-data subscription with targeted county civil-case extraction for a litigation firm — plaintiff names, case numbers, judgment amounts pulled weekly, delivered structured.
Healthcare
Doctor and clinic directory extraction across Canadian provinces for a national telecom's market-intelligence team. Multi-project engagement, continuous refreshes, clean parsing of practice-location fields.
Financial Services
Hundreds of fields pulled nightly from behind a vendor login, delivered straight into a payments platform's Google BigQuery warehouse. Scraped data became the input layer for churn prediction models.
Out-of-Home Media
Panel-level inventory, geocoordinates, impressions, and media style extracted across major outdoor advertising networks for an OOH valuation firm. Foundation for weekly competitive market reports.
Talent & Recruitment
Continuous scraping of major job boards and talent platforms for a matching engine. Structured job data fed classification models for role-seniority detection and automated candidate sourcing.
Real Estate
All listings across a national vacation-rental marketplace with lat/lon resolution from a private map API, structured into a single feed for a YC-backed real-estate investment platform.
E-Commerce & Retail
Product catalog data from major e-commerce platforms extracted for a private-equity competitive-intelligence engagement that carried over into the portfolio company post-acquisition.
Industrial Distribution
Supplier-side parts catalog extraction behind password authentication for a UK equipment distributor. 50,000+ SKU ranges pulled, normalized, and reconciled against internal catalog records.
Foodservice
10,500 product items extracted from two major competitor sites with category-specific templates for a foodservice equipment buying group launching its e-commerce platform.
Marketing & SEO
Government carrier directories, lawyer directories, therapist directories, and review-site data — scraped cleanly for agency-side lead-gen campaigns across multiple behavioral-health and legal clients.
Compliance & Due Diligence
Ten-plus external data-source integrations behind a single due-diligence SaaS: structured extraction, PDF report generation, and automated refresh cycles for a legal-compliance platform.
How we work
No account-management layer. You talk to the engineers who write the code and own the system.
We pick stacks that stay in production for years. Correctness and reliability beat architectural fashion.
Our longest client runs over a decade. Multiple engagements exceed five years. We build to maintain, not to ship and disappear.
We scope, build, ship, monitor, fix. End-to-end ownership of the systems we put in production.
Tell us what you're trying to build. We'll tell you whether we're the right team, and roughly what it would take.
