Real estate
Property listing scraping
Listing portals publish tens of thousands of properties every day, and pull them just as fast. The point is not to read one listing — it is to track a population in motion: what comes in, what goes out, and at what price.
Data we extract
- Asking price and how it moves until withdrawal
- Floor area, room count and floor level
- Property type and year of construction
- Energy performance rating
- Location down to town and neighbourhood
- Seller type: agency, network or private owner
- Photos, description and listing reference
- Publication and withdrawal dates
Example use cases
- Price-per-square-metre observatory
- Spotting underpriced properties the day they appear
- Valuation and listing pitch material
- Tracking stock and time-to-sell by area
Framework & ethics
We work with publicly accessible data, at a controlled pace so as not to disturb the sites we consult. Defining the uses is your responsibility, and we advise you on it.
Other kinds of site we collect
Estate agency networks
Real estate
A network's own site does not publish what a portal publishes: it shows a portfolio, a fee scale, a web of branches and the negotiators who run them.
Vehicle listings
Motoring
A used car's price means nothing on its own: it hangs on the model year, the mileage, the trim and who is selling.
Valuations and spec sheets
Motoring
A valuation and a listing say different things: one gives a reference value, the other an asking price.
Job postings
Hiring
The same role appears on several sites under three different titles, then vanishes without notice.
Salaries and employer reviews
Hiring
What a role pays, and what people think of the employer, are not in the job ad.
Marketplaces
E-commerce
On a marketplace a product has no single price but as many prices as it has sellers, and the one that wins the basket changes during the day.
Retailer online stores
E-commerce
A retailer sells its own products, at its own price, with stock that differs from one store to the next.
Tourist accommodation
Travel
A nightly price does not exist outside a date.
All kinds in the same sector: Real-estate scraping
Need data of this kind?
Tell us about your project: sources, fields, volume and frequency. We'll come back with a clear proposal.