Jobs
HelloWork scraping
HelloWork, formed from the RegionsJob sites, covers employment region by region as much as nationally, and that geographic granularity is what makes it useful.
Data we extract
- Title and job family
- Company and stated size
- Contract type and duration
- City, region and remote working
- Salary where stated
- Publication date and reference
Example use cases
- Following a regional market
- Feeding a job aggregator
- Analysing shortage by occupation
- Spotting growing companies
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
Indeed
Jobs
Indeed aggregates millions of job adverts, many of them republished from elsewhere.
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.
Glassdoor
Jobs
Glassdoor gathers employee reviews, self-reported salaries and job adverts on a single company page.
leboncoin
Classifieds
leboncoin gathers millions of listings between individuals and professionals, from housing to cars.
ParuVendu
Classifieds
ParuVendu covers property, cars and jobs on one site.
SeLoger
Real estate
SeLoger is one of France's leading property portals, fed by estate agencies.
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.