Web scraping
Data extraction at scale, compliant, resilient, and delivered on schedule.
async def crawl(urls):
async for page in fetch_all(urls, retries=3):
yield clean(extract(page))Off-the-shelf isn't built for you.
Manually copying data, or relying on a brittle script that breaks every time a site changes, doesn't scale. We build resilient, respectful extraction pipelines that handle the messy reality of the web, structure changes, rate limits, retries, and hand you clean, scheduled data you can actually use.
Three principles.
No exceptions.
Resilient by design
Retries, monitoring, and alerts so a site tweak doesn't silently break your data.
Compliant + respectful
We respect rate limits and terms, and advise you on what's safe to collect.
Clean, usable output
Structured, de-duplicated data delivered the way your systems expect it.
What you get.
In writing, by week one.
Source mapping
What we can reliably collect, and how.
Extraction pipeline
A resilient pipeline that runs on its own.
Cleaning + structuring
Normalised, de-duplicated, validated data.
Scheduled delivery
Data delivered as an API or feed, on your schedule.
The honest answers.
We respect rate limits and terms, and advise you on what's safe to collect before we build.
Pipelines are built with retries, monitoring, and alerts, so changes don't silently break your data.
Clean, structured data delivered as an API or scheduled feed, the way your systems expect.
Ready to start?
30-minute discovery call. No deck, no sales script. Bring the problem and we'll bring the questions.
Book a discovery call