France Job Scraper — 3 Job Boards, One Scraper 🇫🇷

Scrape job listings from Welcome to the Jungle, France Travail, and Hellowork in a single run. Get salary data, remote status, and company info — deduplicated and structured.

🇫🇷 Scraper d'offres d'emploi en France — 3 job boards (WTTJ, France Travail, Hellowork) dans un seul acteur. Données salariales, télétravail, et infos entreprises.

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✨ Key Features / Fonctionnalités

• 🔍 3 sources in 1 — WTTJ + France Travail + Hellowork combined
• 💰 Salary data — salary ranges when available (richest from WTTJ)
• 🏠 Remote filter — full remote, partial, or on-site
• 🧹 Auto-deduplication — no duplicates across sources
• ⚡ Resilient — if one source fails, others still deliver
• 🆓 No API keys needed — all public data sources

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💰 How Much Does It Cost? / Combien ça coûte ?

Jobs scraped	This Actor	Manual scraping time
50	~$0.10	~1 hour
200	~$0.35	~4 hours
500	~$0.80	~10 hours

3 sources for the price of 1 scraper. No separate runs needed.

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🚀 Getting Started / Démarrage rapide

1. Enter keywords — e.g., "data engineer", "développeur python"
2. Set location — Paris, Lyon, Remote, or leave empty for all France
3. Run — results from all 3 sources, deduplicated, in seconds

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📥 Input Example / Exemple d'entrée

{
    "keywords": "développeur python",
    "location": "Paris",
    "remoteOnly": true,
    "contractType": "cdi",
    "minSalary": 45000,
    "maxResults": 100
}

Parameter	Type	Required	Default	Description
keywords	string	✅	—	Search terms (e.g., "data engineer")
location	string	❌	All France	City/region (e.g., "Paris", "Lyon", "Remote")
remoteOnly	boolean	❌	false	Only remote-friendly jobs
contractType	enum	❌	all	cdi, cdd, freelance, internship
minSalary	integer	❌	—	Minimum annual salary (€)
maxDaysOld	integer	❌	30	Max age of listings (days)
maxResults	integer	❌	200	Maximum results

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📤 Example Output / Exemple de sortie

{
    "title": "Développeur Python Senior",
    "company": "Doctolib",
    "location": "Paris 11e",
    "remote": "partial",
    "contractType": "CDI",
    "salary": "55 000 € - 70 000 €",
    "datePosted": "2026-03-25",
    "url": "https://www.welcometothejungle.com/fr/companies/doctolib/jobs/...",
    "source": "wttj",
    "description": "Rejoignez Doctolib pour développer des microservices Python à fort impact...",
    "scrapedAt": "2026-03-27T14:30:00Z"
}

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🎯 Use Cases / Cas d'usage

Who / Qui	Use Case / Cas d'usage
📊 Analysts / Analystes	Job market analysis — track demand by skill, location, salary (Analyse du marché de l'emploi)
🏢 Recruiters / Recruteurs	Salary benchmarking — set competitive offers based on real market data (Benchmark salaires)
🎓 Job seekers / Chercheurs d'emploi	Aggregate all French jobs in one search instead of checking 3 sites (Agrégation multi-sites)
📈 HR teams / Équipes RH	Competitor hiring analysis — see who's hiring and for what roles (Veille concurrentielle)
🔬 Researchers / Chercheurs	Labor market studies with structured, exportable data (Études sociologiques)

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❓ FAQ

Q: Which source has the best data? WTTJ provides the richest data (salary, remote status, detailed descriptions). France Travail covers the broadest industries. Hellowork adds SME/smaller employer coverage.

Q: Are salaries always available? Not always — salary data availability depends on the employer. ~60% of WTTJ listings include salary ranges, fewer on France Travail and Hellowork.

Q: What export formats? JSON, CSV, Excel (XLSX), XML, RSS — all from the Apify console.

Q: How often is data updated? Real-time. Each run scrapes live data from all 3 sources. Use maxDaysOld to filter recent listings only.

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📋 Output Fields / Champs de sortie

Field	Type	Description
title	string	Job title / Titre du poste
company	string	Company name / Nom de l'entreprise
location	string	City or area / Localisation
remote	string	full, partial, or none / Statut télétravail
contractType	string	CDI, CDD, Freelance, Stage
salary	string	Salary range if available / Fourchette salariale
datePosted	string	Publication date / Date de publication
url	string	Link to original listing / Lien vers l'annonce
source	string	wttj, france_travail, hellowork
description	string	Description (truncated 500 chars)
scrapedAt	string	Scraping timestamp

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📚 Data Sources / Sources de données

Source	Coverage	Strength
Welcome to the Jungle	Tech, startups, digital	Best data quality, salary info
France Travail	All industries	Broadest coverage, government jobs
Hellowork	SMEs, all sectors	Additional employer coverage

🔗 Integration Examples

Python

from apify_client import ApifyClient
client = ApifyClient("YOUR_API_TOKEN")
run = client.actor("joyouscam35875/france-job-scraper").call(run_input={"keyword": "data scientist", "location": "Paris", "maxResults": 50})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

Node.js

import { ApifyClient } from 'apify-client';
const client = new ApifyClient({ token: 'YOUR_API_TOKEN' });
const run = await client.actor('joyouscam35875/france-job-scraper').call({"keyword": "data scientist", "location": "Paris", "maxResults": 50});
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

Make / Zapier / n8n

Use the Apify integration — search for this actor by name in the Apify app connector. No code needed.

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🔗 More Scrapers by Ken Digital

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TikTok Scraper	Videos, likes, shares	$0.001/video
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