Data extraction
Collect the fields you need from agreed websites, APIs and files as a one-time dataset or a recurring collection.
Managed data solutions
Reliable data.
Clear decisions.
Managed data collection, monitoring and delivery for teams that rely on external data. Get structured datasets, alerts and feeds built around your workflow.
MANAGED DATA SERVICES
01 / ACQUIREExtract & monitorWeb sources, APIs and files
02 / PREPARENormalize & validateConsistent fields and quality checks
03 / DELIVERFeed & integrateDatasets, alerts and intelligence
Data Extraction · Monitoring · Intelligence · Data Feeds
01 / Services
Managed data services
Bring us a single data task or have us manage the process from source selection through ongoing delivery.
Monitoring
Track changes across selected sources and receive alerts or change records for the events that matter to your team.
Normalization & quality checks
Map inconsistent fields to a shared schema, remove duplicates and flag missing or unexpected values.
Intelligence
Follow competitor activity, announcements and media coverage in a structured feed your team can review and compare.
Data feeds
Receive structured records in an agreed format and on a schedule that matches your reporting or operational needs.
Integration
Plan how records reach your analytics tools, internal systems or product, including field mapping and delivery checks.
02 / Solutions
Start with the question your team needs to answer
Which competitors lowered their prices this week?
Compare prices for the same items across selected catalogs and track when each change was observed.
- Illustrative output
- Wireless keyboard · Store B · price changed from $49 to $45 · observed Monday
Who covered our announcement, and what did they focus on?
Collect coverage across selected outlets and organize mentions by publication, date and topic.
- Illustrative output
- Trade publication · expansion announcement · new locations · source link
What changed on the pages we track this week?
Compare snapshots of selected pages and flag changes to service terms, eligibility or availability.
- Illustrative output
- Provider C · eligibility page · minimum contract term changed from 12 to 6 months · observed Tuesday
03 / Industries
Managed data across industries
These are examples of where our services can fit. We scope each project around the sources, records and decisions your team works with.
Retail & marketplaces
Track assortment, pricing and availability across selected catalogs.
Media & communications
Collect coverage, announcements and mentions by topic or organization.
Research & consulting
Combine external sources into consistent datasets for market analysis.
Real estate & property
Track listing changes and organize property records across sources.
Travel & hospitality
Monitor listings, rates and availability across selected channels.
Technology & software
Integrate normalized external records into products and analytics.
04 / How It Works
Agree on the output before collection begins
- 01
Define the scope
Share the decision, sources, fields and refresh schedule you have in mind.
- 02
Review a sample
Check that sample records match the coverage and structure your team needs.
- 03
Set up delivery
Agree on the format, destination, quality checks and how to handle source changes.
05 / About
Managed data for the work your team already does
Furnish Data helps teams use external information in research, reporting and day-to-day decisions. We handle collection, monitoring, normalization and delivery under a single scope.
Each engagement starts by agreeing on what you need, where it comes from and how it should reach you.
06 / Resources
Guides for teams working with external data
Practical notes on defining what you need, tracking changes and preparing data for the systems that use it.
Project planning
How to scope a managed data project
Define the sources, fields, refresh schedule and delivery requirements before collection begins.
Monitoring
What happens when a data source changes?
Distinguish real changes in the underlying data from collection failures and missing values.
Data delivery
What makes a data feed ready to use?
Review identifiers, timestamps, missing values and schema changes before integrating a feed.
07 / Contact
Discuss Your Data Needs
Tell us what you’re trying to track, compare or build. If you know the sources, fields or delivery format you need, include them in your note. We can use those details to discuss coverage, delivery and the next step.
hello@furnishdata.com