Web data collection, run end to end for you.
We design, operate and maintain the crawlers that collect the public web data your teams depend on. You define the sources, fields and cadence; we handle location settings, parsing, site changes and quality checks, then deliver clean files or feeds.
Most in-house scrapers start as a quick script and become a maintenance burden. Sites change layout, add bot defences or paginate differently, and each break lands on an engineer who has other priorities. Data arrives late, with gaps that nobody notices until a report is wrong.
We take ownership of the whole pipeline, from source analysis to delivery. Breakages are detected by monitoring and fixed by our engineers, usually before your next scheduled run. Your team receives a consistent schema and spends its time on analysis rather than upkeep.
Everything needed to run it in production.
Source assessment
We review each target site's structure, terms and rate sensitivity before any build, and agree a field map with you.
Crawler engineering
Purpose-built crawlers for static pages, JavaScript-rendered sites and paginated or infinite-scroll listings.
Location and session management
Requests are routed from the relevant country or city at considerate rates, so prices and availability reflect the right market.
Change monitoring and repair
Automated checks flag layout changes, empty fields and volume drops, and our engineers patch crawlers promptly.
Validation and normalisation
Schema checks, de-duplication, currency and unit normalisation, and completeness thresholds applied to every run.
Scheduled delivery
Output lands in your chosen format and destination, from CSV by email to direct warehouse sync.
What lands in your systems.
| crawled_at | source | market | product_title | price | currency | in_stock | status |
|---|---|---|---|---|---|---|---|
| 2026-03-14 06:00 | Marketplace A | Dubai | Wireless earbuds 40h | 249.00 | AED | true | ok |
| 2026-03-14 06:02 | Marketplace C | Riyadh | Air fryer 5.5L | 399.00 | SAR | true | ok |
| 2026-03-14 06:05 | Retailer D | Singapore | Robot vacuum 2-in-1 | 529.00 | SGD | false | ok |
| 2026-03-14 06:07 | Retailer F | London | Espresso machine 15 bar | 189.99 | GBP | true | price_changed |
| 2026-03-14 06:11 | Marketplace B | São Paulo | Smartwatch GPS 46mm | 1,299.00 | BRL | true | ok |
Illustrative rows. Your schema, field names and formats are agreed during scoping.
Who uses it, and for what.
Pricing analysts receive a daily competitor file without maintaining any crawlers. They can widen the competitor set by adding sources to the brief rather than raising an engineering ticket.
Modelling teams get a stable, versioned schema that does not break when a source site redesigns. Historical runs are retained so features can be back-filled consistently.
Category managers track range and price movements across marketplaces in each market. The same pipeline covers new regions as the business expands.
Analysts collect public signals from dozens of sites into one tidy dataset. Coverage and methodology notes accompany each delivery for audit purposes.
- Scope. Tell us the sources, fields and frequency. We confirm feasibility within a day.
- Free sample. A real sample from your own target source, in your format.
- Build. Engineers build extractors tuned to each source. No generic templates.
- Validate. Automated and manual QA on every run before anything ships.
- Deliver and monitor. Scheduled delivery, monitored pipelines, fast fixes when sites change.
Related services
Industries that use it
What does 'managed' actually cover?
Everything from source analysis and crawler build to request routing, monitoring, repairs, quality checks and delivery. You do not need to host or run any code. Changes to scope, such as new sites or fields, are handled through a short brief.
How quickly are broken crawlers fixed?
Monitoring flags anomalies on each run, and an engineer investigates as soon as a break is detected. Most layout changes are patched before the next scheduled delivery; larger rebuilds are communicated with an expected timeline.
Can you collect data behind a login?
By default we collect publicly available data only. Content behind a login is in scope only where you hold your own lawful entitlement to it, such as your own account on a supplier portal, and its terms permit that use. We review this with you before any work begins.
Do we own the data you deliver?
You receive a licence to use the delivered datasets within your business, as set out in the Statement of Work. We do not claim ownership of third-party content in the data, and we retain only what is needed to operate and support the service.