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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.

✨ 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

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

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

🚀 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

📥 Input Example / Exemple d'entrée

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

📤 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"
}

🎯 Use Cases / Cas d'usage

❓ 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.

📋 Output Fields / Champs de sortie

📚 Data Sources / Sources de données

🔗 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 =newApifyClient({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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