Scraping and data pipelines, done legally
Legal boundaries, rate limits, data hygiene, refresh cadence.
Request a proposalPain points
Where you lose money
Pain points
Where you lose money
Legal grey areas ignored
Scraping ships without regard for terms, rate limits or personal-data rules, exposing the business to blocks and legal risk.
Pipelines that rot
Target sites change, selectors break, and the data goes stale, decisions get made on numbers that stopped updating weeks ago.
Dirty, duplicated data
Without hygiene and dedupe, scraped data arrives messy and unusable, and the cleanup costs more than the scrape saved.
No refresh cadence
One-off scrapes age instantly; without a defined refresh schedule the dataset is a snapshot pretending to be live.
Channel mix
What we'd run
Channel mix
What we'd run
We scope terms, rate limits and personal-data rules first, so the pipeline doesn't expose you to blocks or legal risk.
Monitoring and maintenance so when target sites change, the pipeline is fixed before the data goes stale.
Dedupe and validation so scraped data arrives clean and usable, not a mess that costs more to fix than it saved.
A defined refresh schedule so the dataset stays current instead of being a snapshot pretending to be live.
FAQ
Is web scraping legal?
Public data generally is, but it depends on the source's terms and the data type, personal data carries GDPR obligations. We scope each project to what's lawful and flag anything that isn't before building.
What breaks scrapers and how do you handle it?
Site changes, rate limits and anti-bot measures. We build resilient parsers with error handling and monitoring so a layout change alerts you instead of returning garbage.
What format do I get the data in?
Whatever your systems use, CSV, a database, an API feed, or straight into your tool via automation. The data is only useful where you work, so that's where it lands.
Can you keep it running on a schedule?
Yes, scheduled runs with monitoring and alerts, so the dataset stays current without anyone babysitting it.
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