Managed data services

Managed web data extraction services

Get structured data from selected websites, APIs and files. We scope the sources, define the fields, and set up delivery around the way your team uses the data.

Discuss Your Data Needs See what you get

Illustrative extraction record

Record ID
listing-0142
Source
Example property directory
Asking price
275,000 USD
Observed at
2026-10-12 09:00 UTC
A sample property record. The schema depends on your project.

Deliverables

What you can use this for

One-time datasets

Collect a defined set of records for market sizing, research or a migration.

Recurring collection

Refresh the same sources on an agreed schedule for reporting and analysis.

Multi-source normalization

Map source-specific fields to a shared schema, retain source references and agree on duplicate handling.

How it works

From requirements to delivery

  1. Scope the sources

    Share representative URLs, records and required fields. We review source feasibility and agree what is in scope.

  2. Review a sample

    Check record identifiers, missing values and edge cases against your acceptance criteria.

  3. Agree on delivery

    Choose the format, destination and cadence. Document how partial runs and source changes are reported.

Quality and exceptions

Know what the data can tell you

A source can return a page successfully while leaving an important field blank. During sample review, define checks for required fields, duplicate IDs and unexpected record counts. Agree when to flag a delivery as partial.

How to scope a managed data project ↗

Common questions

Can I request a one-time dataset?

Yes. A one-time collection can be scoped around a defined source list, set of fields and observation window.

What determines the scope of an extraction project?

Source access, record volume, field complexity, refresh frequency and validation requirements. Representative URLs help assess those factors.

What should I send with an inquiry?

Share example source URLs, the fields you need, and where the data should go. Include any deadline or refresh requirement you already know.

Tell us what you need to track

Share a few example sources and tell us how you want to use the data.

hello@furnishdata.com

Related service

Website change monitoring ↗