Web scraping & data services
The data your product and AI need, collected and cleaned.
- Ready to use
- CSV, JSON, an API or your database
- One-off or scheduled
- daily, weekly or on demand
- Checked by people
- before every delivery

What we do
From raw web pages to data you can use.
- Collect
Web scraping
Product catalogues, prices, listings, reviews, public directories and more, gathered at the scale you need.
- Clean
Structuring
Duplicates removed, formats made consistent and gaps filled, in a layout that fits your system.
- Label
Annotation
Images, video, text and audio labelled by trained reviewers, so models learn what matters.
Data labelling services - Improve
Feedback for generative AI
People review, rank and correct AI answers, so your model learns your tone and judgement.
Generative AI data
Responsible by default. We collect only publicly available data, respect each site's terms and robots.txt, avoid personal data unless you have a lawful basis under GDPR, and record where every record came from.
Common uses
What teams use it for.
Price and range monitoring
Track competitors' prices, promotions and stock every day, for retail and e-commerce.
Training and test sets
Datasets from your own field, to fine-tune a model or to test an AI agent.
Market and lead research
Structured lists of businesses, products or locations, built from public sources.
How a project runs
From a sample to a steady supply of data.
1. Scope
Agree the sources, the fields you need and how often, starting from an example of the result.
You get: Sample and data layout
2. Build
Set up collectors that respect each source's terms and rate limits.
You get: First full delivery
3. Check
Automated checks plus a human review of a sample from every delivery.
You get: Quality report
4. Deliver
Files, an API or rows written straight into your database, on your schedule.
You get: Data where you need it
5. Maintain
Websites change. On scheduled runs we watch for that and repair collectors so data keeps arriving.
You get: Reliable recurring data
FAQ
Questions we often hear.
Related
Is your web scraping legal?
We only collect publicly available data, respect site terms and robots.txt, avoid personal data unless you have a lawful basis, and document the source of every dataset. If a source is off limits, we tell you before we start.
What happens when a website changes?
Collectors break when sites change. On scheduled runs we watch for that and repair them, so your data keeps arriving.
What formats do you deliver?
CSV, JSON or Excel files, an API, or rows written straight into your database or data warehouse.
Web scraping & data
Need a dataset?
Send us an example of what you need, and we'll come back with a scope and a price.
