Jobs
Scraping Indeed
Indeed aggregates millions of job adverts, many of them republished from elsewhere. The same role can appear several times, so deduplication is part of the collection work.
Data we extract
- Job title and company
- Location and contract type
- Salary range (when listed)
- Description and required skills
- Posting date
- Posting URL
Example use cases
- Labour-market monitoring
- Skills-demand analysis
- Salary benchmarking
- Sourcing and recruitment
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 sites we collect
France Travail
Jobs
France Travail, formerly Pôle emploi, publishes the country's broadest base of job adverts across every sector.
Apec
Jobs
Apec publishes adverts aimed at executives, with unusual detail on salary ranges.
Welcome to the Jungle
Jobs
Welcome to the Jungle documents companies as much as their openings: headcount, roles, structure.
HelloWork
Jobs
HelloWork, formed from the RegionsJob sites, covers employment region by region as much as nationally, and that geographic granularity is what makes it useful.
Glassdoor
Jobs
Glassdoor gathers employee reviews, self-reported salaries and job adverts on a single company page.
Cadremploi
Jobs
Cadremploi targets executives and experienced profiles, with Apec as its main point of comparison.
Monster
Jobs
Monster covers employment in France and several other countries, which allows the same occupation to be compared across markets.
Jobijoba
Jobs
Jobijoba aggregates adverts from a multitude of sites and names the source of each.
Every site in the same sector: Job listing scraping
Need data from this site?
Tell us about your project: sources, fields, volume and frequency. We'll come back with a clear proposal.