Resilient extraction systems for protected platforms, hidden APIs, and complex sources. Built, monitored, and maintained for teams that need data, not another system to babysit.
This guy really knows his stuff. We had used many different people before, but he really broke down the issue and thought of a long-term scalable solution. He will be a very important part of our project.
They get it done. They had an answer for every random question I threw at them, and a solution for every tricky problem I wanted to address.
An absolute expert in their field. They brought new ideas to the table and delivered way ahead of schedule.
Delivered on time. Any corrections needed, they quickly resolved per our timeline. Would hire again.
From the proposal till delivery they were very professional, creative, and acted like part of the project bringing new ideas.
They patiently listened, answered very quickly, and delivered the project better than my initial projection, with additional ideas.
Focuses on defining successful outcome, which helped me think through my needs more.
Their ability to explain technical concepts in a way I could easily understand was invaluable, especially for someone like me who isn't a coding expert.
The deliverables have been of excellent quality, as well as the speed of the work.
Each engagement is a system delivered into the data format the client already uses: database, dashboard, sheet, or scheduled report.
Multi-jurisdiction court filings monitoring with ownership distress signals, live across NC and TX. 1,453 municipal meetings analyzed and indexed across five CMS platforms. Same platform-adapter architecture scales to 40+ counties without code changes.
150K+ grocery products monitored every 2 to 5 hours across UK retailers behind enterprise bot management. 125K+ automotive parts synchronized daily. 100K+ real estate listings deduplicated and enriched with tax records.
50K+ companies classified via LLM with a configurable framework. 1,000+ medical clinic sources standardized for terminology. Entity extraction, validation, and classification pipelines in production.
End-to-end address-to-valuation AVM across the whole of France in six weeks: 4.5M cleaned DVF mutations, 30K+ communes addressable, three submodels reconciled by inverse-variance, 12.0 to 12.5 percent MdAPE on urban apartments. No commercial data licence cost.
~10K conductor profiles harvested from a signed JavaScript application behind authentication. Nine parallel workers from three one-time passwords across three nodes. Two days of wall-clock for the full conductor category, zero unhandled errors, relational parent-child schema, fully resumable.
Queryable inventory API against a Tier-1 secondary ticketing marketplace defended by DataDome, AWS WAF and Forter. 50K events per day, ~50ms POST round-trip once cookies warm, 700+ POSTs per datadome cookie, zero browser automation in the production hot path.
Nine years in data extraction with a network security background. The systems we build keep running because the protections in front of them are part of the design, not an afterthought.
Bot Management, Turnstile, JS challenges. Approached at the network layer when possible, browser-based when necessary.
Sensor data analysis and sustained extraction at retail scale. Currently running 150K+ products at 2 to 5 hour intervals.
Device fingerprinting, behavioral signals, request shaping. In production for daily synchronization at six-figure volumes.
Persistent session strategy, environmental signal stability, and Human Challenge handling without breaking schedules.
reCaptcha v2 and v3, hCaptcha, Turnstile. Solver integration where appropriate, avoidance strategies where possible.
Mobile and web reverse engineering. Direct platform connections over headless browsers when the protocol allows it.
A library of platform adapters for the 90,000+ local governments in the United States. New government, same adapter. New data type, same adapters with different classifiers. The product is the accumulated knowledge of how these platforms work, packaged for reuse.
Permits in Florida. Court filings in North Carolina. Meeting minutes across Utah. Business registrations in New York. Different verticals, same pattern: identify the platform, activate the adapter, configure filters and classifiers, deliver.
Best fit for operations leads, founders, research teams, and technical leaders who want to delegate the problem, not collaborate on the solution.
Outcome, scale, deadline. We do not need a specification, we need to understand the result you need.
Architecture, stack, anti-bot strategy, scheduling, delivery format. If your stated approach has a better alternative, you hear it before any quote.
Database, dashboard, sheet, scheduled report. Delivered into the format your team already uses, with the system running, not as code thrown over a wall.
Direct platform connections over browsers when possible. The result matters, the plumbing does not.