All sectors
Job listing scraping
Job adverts, titles, companies and locations, to observe a labour market or feed your own aggregator.
What we collect there 2 kinds of site
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.
This list is in no way exhaustive: we build bespoke collection on any public site in the sector. Tell us which one you have in mind.Get in touch
Data we extract
- Job title and normalised function
- Employer and industry
- Location, mobility and remote share
- Contract type and duration
- Salary where it is advertised
- Skills and experience level required
- Publication and withdrawal dates
- Salary band by role and seniority
- Overall employer rating
- Ratings by theme: atmosphere, management, balance
Example use cases
- Hiring-pressure observatory
- Watching a competitor's recruitment
- Feeding a job aggregator
- Salary study by role and by region
- Pay study ahead of a hiring campaign
- Employer reputation monitoring
- Comparing appeal against competitors
- Feeding a salary calculator
Other sectors
Real estate
2 kinds of site
Listings, prices, floor areas and location across the main French property portals, from market monitoring to seller lead generation.
Automotive
2 kinds of site
Vehicle listings, prices, mileage and specifications, to follow a local or national market and spot opportunities.
E-commerce
2 kinds of site
Prices, catalogues, availability and product reviews, for price monitoring and competitive tracking.
Travel & stays
2 kinds of site
Properties, rates, availability and traveller reviews, for price monitoring and analysis of a tourism market.
Local data
2 kinds of site
Businesses, contact details, opening hours and reviews, to build or enrich a company database by geographic area.
B2B & professionals
2 kinds of site
Companies, activities and locations: public professional data, for prospecting and market analysis.
Need data of this kind?
Tell us about your project: sources, fields, volume and frequency. We'll come back with a clear proposal.