The public web, delivered as clean data.
We design, run and maintain collection pipelines that pull structured data from thousands of sites — and keep working when those sites change, rate-limit or fight back.
- Scale
- Thousands of sources, millions of pages
- Delivery
- API · S3 · BigQuery · Webhooks
- Scope
- Publicly available data only
Scrapers are easy. Scrapers that still work next month are not.
A script that fetches a page is an afternoon of work. A pipeline that collects from hundreds of changing sites, gets past bot defences responsibly, notices when a layout shifts and still lands correct, deduplicated records in your warehouse every morning — that is infrastructure.
We build it as infrastructure: distributed workers, observable queues, schema validation on every record and alerting when data quality drops. You get the dataset; we carry the maintenance.
Large-Scale Scraping
Distributed crawling
Horizontally scaled workers with polite scheduling, retries and per-domain concurrency limits.
Headless browser fleets
Real browser rendering for JavaScript-heavy sites, with consistent, realistic client profiles.
Access resilience
Proxy pools, session management and adaptive back-off to handle rate limits and bot protection.
Extraction & normalisation
Parsers with schema validation, entity matching and deduplication across sources.
Change detection
Layout and data-quality monitors that catch breakage before it reaches your reports.
Delivery & APIs
Data pushed to your warehouse, bucket or webhook — or served through a documented API.
From target list to daily feed
You define the data you need. We own the path to it.
- 01
Scope
Agree sources, fields, freshness and the legal basis for each source.
- 02
Pilot
A sample dataset from representative sources to validate structure and quality.
- 03
Scale
Roll out across all sources with monitoring and quality gates in place.
- 04
Maintain
Ongoing fixes as sites change, with SLAs on freshness and completeness.
What clients collect
- 01
Pricing & assortment
Competitor prices, stock and catalogue changes across retailers and marketplaces.
- 02
Market & lead intelligence
Company, job and listing data aggregated from public directories and portals.
- 03
Training data for AI
Curated, deduplicated text and media corpora with provenance for every record.
- 04
Monitoring & compliance
Tracking of public filings, terms, reviews and brand mentions over time.
Common questions
Is web scraping legal?
Collecting publicly available data is generally lawful in the EU and US, but it depends on the source, the data and how it is used. We review each source, avoid personal data unless you have a lawful basis, and respect access restrictions.
What happens when a site changes?
Monitors flag missing fields or shifted layouts within hours. Fixes are part of the maintenance agreement, not a new project.
Can we run it ourselves?
Yes. We can hand over the full pipeline as code in your cloud account, with documentation and a transition period.
Other specialist capabilities
Fingerprinting Technology
Device and browser identification for bot detection, fraud prevention and account protection.
Advanced Security Services
Red teaming, threat hunting and detection engineering for organisations facing capable adversaries.
Custom Solutions
Software, integrations and data systems built around your problem — not the other way round.
Tell us what data you wish you had.
Share a list of sources and fields. We will come back with feasibility, a sample and a quote.