Specialization 01
Data movement
Data your team can actually trust.
Most data problems aren't about volume - they're about confidence. We build pipelines that move millions of records a day with full audit trails, automatic retries and back-pressure, so your dashboards and downstream systems are never quietly wrong.
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Every record accounted for.
Full provenance and lineage on every event - you can trace any number on a dashboard back to where it came from.
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Failures handled, not hidden.
Built-in retries, dead-letter queues, alerting and visual flow control. No silent drops, no 3am Slack panic.
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Changes ship in hours, not sprints.
Flow-based design means adding a new source, transformation or destination doesn't require a rewrite.
Specialization 02
Collection & scraping
Turn the open web into your private data feed.
A lot of the information that should drive your business lives outside your stack - on the public web, in social channels, in public records, behind APIs you didn't build. We design collection systems that pull it in continuously, clean it up, and make it searchable and alertable for your team.
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Scrape almost anything, reliably.
Websites, marketplaces, public records, MLS, social channels (including Telegram, Reddit, RSS). Headless browsers, proxy rotation, anti-bot patterns handled.
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Normalize, enrich, dedupe.
Raw scraped data becomes a clean, queryable feed - entities resolved, duplicates collapsed, fields validated.
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Search, classify, alert.
Full-text search across everything you've collected, AI classification to surface what matters, real-time alerts to email, Slack or your CRM.