Data extraction
Collect, clean, and deliver the data your business needs, on a schedule, without babysitting.
- Typical timeline 1 to 3 weeks
- Fixed price per milestone
What we build
We build collectors that use an official API where one exists and a browser where it does not, clean and de-duplicate what they gather, and deliver it where you work: a spreadsheet, a database, or your own API. Every pipeline retries on failure, reports what it missed, and stays within the source's terms of use.
- 01Price and catalog monitoring
- 02Market and listing data
- 03Public records collection
- 04Document and PDF extraction
- 05Scheduled ETL into your database
What you walk away with
- 01Collector application
- 02Cleaning pipeline
- 03Scheduler
- 04Output API, export, or dashboard
- 05Runbook
- 0630-day fix warranty
Typical timeline
1 to 3 weeks
Ranges from past projects. Your proposal states your dates.
How the weeks run
- 01DiscoveryDay 1 to 2
- 02DesignDay 3 to 5
- 03DevelopWeek 1 to 3
- 04DeployWeek 4
What we build it with
- Fixed price per milestone
- Senior review on every change
- Your repo and accounts from day one
- Python
- Playwright
- Scrapy
- Node.js
- PostgreSQL
- Scheduled jobs
Before you ask
What technologies do you work with?
Mostly TypeScript, React, Next.js, Node.js, Python with FastAPI, PostgreSQL, and Docker, deployed to Railway or your own cloud. React Native or Swift for mobile. Claude and OpenAI models for AI features. If you already have a stack, we usually work in it.
Do you handle deployment and hosting?
Yes. We set up CI/CD, hosting on Railway or your preferred cloud, domains and SSL, monitoring, logging, and error tracking. Everything is in your accounts.
How does pricing work?
Fixed price per milestone, agreed in writing before work starts. Each milestone has a definition of done. After a 30-minute call we send a proposal with the scope, the timeline, and the price within 48 hours. We do not bill by the hour, and the price does not change unless the scope does, in writing.
What happens after launch?
Every launch includes a 30-day fix warranty: if something we shipped breaks, we fix it at no charge. You also get a runbook in your repo. For ongoing work, we offer a monthly plan with a named engineer. If you do not need one, you keep everything and we step back.
Often paired with
- Business automationThe manual work your team repeats every week, done by software that tells you when it breaks.Typical timeline: 1 to 4 weeks
- API and backend developmentAPIs, jobs, queues, and integrations, with clean contracts and documentation.Typical timeline: 3 to 6 weeks
- AI integrationAI features that hold up on real data: assistants, triage, search over your documents, and agents with a human in the loop.Typical timeline: 2 to 6 weeks