Our approach

The work behinda useful dataset.

A successful collection is only the beginning. The data must fit the question, preserve context and meet an agreed standard.

FROM A DATA GAP TO A WORKING DATASET

Bring the question.We’ll connect the dots.

01

Define the outcome

Tell us what decision or product the data should support. We agree what useful looks like.

02

Find the right sources

We assess collection, existing datasets and direct partnerships, including access and usage rights.

03

Validate a sample

Review the structure, quality and limitations before committing to a larger delivery.

04

Deliver. Keep it useful.

Receive data in the agreed format, with refreshes and quality checks where you need them.

CONTEXT THAT COMES WITH THE DATA

Understand every field. Trust every decision.

A useful delivery makes the source, meaning and limits of its records clear.

01

Where it came from

A source reference and collection date let you trace a price, company attribute or workflow back to its origin.

02

What it means

Currency, tax treatment, units, availability and matching rules are defined so you compare like with like.

03

What is missing

Unknown values, uncertain matches and conflicting sources stay visible. They are not silently filled in.

04

How you can use it

The delivery format, refresh schedule and permitted uses are agreed around your business or AI application.

WHAT HABITABLE DELIVERS

Less explaining. More actual data.

See the fields, records and business question behind this example.

01
Example output

Product prices & availability

CSV / JSON
The business question

“Where is the same product cheaper, and who can actually deliver it?”

What we collect

Product and variant, retailer, market, listed price, stock status, delivery estimate and source page.

What it helps you do

Compare matched products, spot stock gaps and feed pricing or assortment decisions. Keep each currency and market separate.

Scroll horizontally to see all fields

Product prices & availability — Example output
Product / variantRetailerMarketListed priceAvailabilityDeliverySource
Trail 24 backpack / 24 L / blackRetailer AUnited StatesUSD 89.00In stock2–3 daysProduct page
Trail 24 backpack / 24 L / blackRetailer BUnited StatesUSD 94.50In stock1–2 daysProduct page
Trail 24 backpack / 24 L / blackRetailer CUnited StatesUSD 84.00Out of stockNot availableProduct page
Trail 24 backpack / 24 L / blackRetailer DUnited KingdomGBP 79.00In stock3–5 daysProduct page

The same model, capacity and colour are matched across retailers. A lower price does not hide an unavailable product.

Example records showing the structure of a delivery. Sources, markets and scope are agreed for each project.

LET’S CONNECT THE DOTS

Your next dataset starts here.

A question, a missing field, a new capability.Tell us what you want to build.