France Travail Scraper — 700K+ FR Jobs API (Pôle Emploi)

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Scrape 700K+ public job offers from France Travail (formerly Pôle Emploi) — the largest French public job board. Filter by 11+ criteria. Get structured salary, NLP-extracted skills, lat/lon geo coords, education level, experience years — fields no other France Travail scraper on Apify provides. No OAuth, no API key, no monthly subscription.

✨ What makes this scraper different

Feature	This scraper	Other FT scrapers
Structured salary (min, max, period, annualized_*)	✅	❌ raw string only
80+ skills auto-extracted (Python, AWS, leadership, CAP, BTS...)	✅	❌
Geo coords (lat/lon via BAN) for each job	✅	❌
Experience years detection	✅	❌
Education level detection (Bac+N, BTS, Master...)	✅	❌
Partner offers (Indeed, Apec) inclusion toggle	✅	partial
Detail page enrichment	✅	optional
Success rate (live 30d)	100%	varies
Reviews	0 (new)	0-1

What can this scraper do?

• 🇫🇷 700K+ live French job offers indexed by France Travail (CDI, CDD, alternance, intérim, stage)
• 🎯 11 search filters — keywords, location, contract, experience, qualification, salary, radius, posted since, full-time, ROME code
• 💰 Structured salary parsing — min, max, currency, period (year/month/hour), auto-annualized
• 🧠 NLP skills extraction — 80+ keywords (Python, JS, Docker, AWS, BTS, CACES, CAP, leadership, anglais...)
• 📍 Geo coordinates — every job geocoded via Base Adresse Nationale (free, official FR gov)
• 🎓 Education level + experience years auto-detected from descriptions
• 🚀 No auth, no quota — HTTP-only, datacenter proxy optional

What data can you extract per job?

Field	Description
id	France Travail offer ID
title	Job title
company	Employer name (or anonymized "Particulier")
location	City + postal code
geo	{ lat, lon, label } from BAN API
department	Département code (75, 92, 13...)
contract_type	CDI / CDD / MIS / SAI / FS
contract_nature	E1 alternance / E2 apprentissage / FT CIE...
salary	Raw salary text from France Travail
salary_parsed	{ min, max, currency, period, annualized_min, annualized_max, is_range }
skills_detected	List of skills (NLP-extracted, ≤25 per job)
experience_years	Detected min years from description
education_level	Detected (Bac+5, BTS, CAP, Master...)
description	Full job description (when enrichDetails=true)
rome_code	ROME job classification code
apply_url	Direct application URL on France Travail
posted_date	YYYY-MM-DD
partner_source	Indeed / Apec / direct if applicable

How to scrape France Travail jobs in 5 steps

1. Create a free Apify account — no credit card required
2. Open France Travail Scraper on Apify Store
3. Set your filters — keyword (e.g. "développeur python"), location (75D for Paris dept), contract (CDI)
4. Pick maxResults (start with 20 to validate, scale to 5000 once happy)
5. Click Start — clean JSON in seconds, exportable to CSV / JSON / Excel from Apify dataset UI

How much does it cost to scrape France Travail jobs?

PAY_PER_EVENT — $0.0015 per job scraped ($1.50 per 1,000 results). Failed/empty runs not charged.

Run size	Jobs	Apify cost	Time
Quick test	20	$0.03	~3s
Standard	200	$0.30	~15s
Deep	1,000	$1.50	~1min
Massive	5,000	$7.50	~5min

Add enrichDetails=true for full description + skills + experience (+1 detail fetch per job, +50% time).

Input parameters

Parameter	Type	Default	Description
keywords	string	—	Free-text search (title + description)
location	string	—	75D = Paris dept, 13D = Bouches-du-Rhône
contractType	string	—	CDI, CDD, MIS, SAI, multiple via comma
contractNature	string	—	E1 alternance, E2 apprentissage, FS formation
experience	enum	—	1 débutant, 2 exigé, 3 expérimenté
qualification	string	—	5 cadre, 3 technicien, etc.
fullTimeOnly	bool	false	Only full-time
minSalary	string	—	Annual minimum (30000)
radiusKm	string	—	Search radius from location
postedSince	enum	—	1, 3, 7, 14, 31 days
includePartners	bool	true	Include Indeed/Apec partner offers
enrichDetails	bool	false	Fetch detail page (full description, skills)
maxResults	integer	20	1–5000
proxyConfig	object	datacenter	France Travail rarely blocks

Output example

{
  "id": "ABCD123",
  "title": "Data Engineer Senior H/F",
  "company": "Acme Tech",
  "location": "Paris 9e (75009)",
  "geo": { "lat": 48.8775, "lon": 2.3380, "label": "Paris 9e Arrondissement" },
  "department": "75",
  "contract_type": "CDI",
  "salary": "De 55 000 € à 75 000 € sur 12 mois",
  "salary_parsed": {
    "raw": "De 55 000 € à 75 000 € sur 12 mois",
    "min": 55000, "max": 75000, "currency": "EUR",
    "period": "year", "is_range": true,
    "annualized_min": 55000, "annualized_max": 75000
  },
  "skills_detected": ["Python", "AWS", "Docker", "Kafka", "Snowflake", "SQL", "Airflow", "anglais"],
  "experience_years": 5,
  "education_level": "Bac+5",
  "description": "Vous rejoignez l'équipe data...",
  "rome_code": "M1805",
  "apply_url": "https://candidat.francetravail.fr/offres/recherche/detail/ABCD123",
  "posted_date": "2026-06-19",
  "scraped_at": "2026-06-20T14:32:01Z"
}

Use cases

• 🎯 ATS auto-feed — daily import of new CDI/alternance offers matching company hiring filters
• 💼 Recruitment intelligence — track who's hiring what in any ROME code / department
• 💰 Salary benchmarking — aggregate salary_parsed across thousands of jobs by role + region
• 🗺️ Geo job-map dashboards — leverage geo.lat/lon for interactive maps (Mapbox, Leaflet)
• 📊 Labor-market analytics — track open job count per ROME × department × month
• 🤖 Career bots — alert candidates daily when matching jobs are posted (combine with diff)
• 🎓 Career coaching SaaS — show students alternance/apprentissage matching their CAP/BTS

Use the actor via API

Python:

import requests

run = requests.post(
    "https://api.apify.com/v2/acts/dltik~francetravail-scraper/run-sync-get-dataset-items",
    headers={"Authorization": "Bearer YOUR_APIFY_TOKEN", "Content-Type": "application/json"},
    json={
        "keywords": "développeur python",
        "location": "75D",
        "contractType": "CDI",
        "experience": "2",
        "postedSince": "7",
        "enrichDetails": True,
        "maxResults": 50
    }
).json()
print(f"Scraped {len(run)} jobs")

curl:

curl -X POST "https://api.apify.com/v2/acts/dltik~francetravail-scraper/run-sync-get-dataset-items" \
  -H "Authorization: Bearer YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"keywords":"data engineer","location":"69D","contractType":"CDI","maxResults":100}'

FAQ

Why not the official France Travail API? The official API requires OAuth registration, has a monthly quota, and a 3-month auth-key rotation. This scraper hits the public search endpoints — zero auth, no quota, every public job offer included.

Does it cover alternance and stage? Yes, via contractNature (E1 alternance, E2 apprentissage, FS formation). All major contract types supported.

ROME code support? Yes — all 532 ROME job codes are searchable via the keywords filter (e.g., keywords=M1805).

How fresh is the data? Pulled live at run time. France Travail re-indexes the public search every ~hour, so freshness matches their public site.

Will France Travail block my runs? We've never been blocked at moderate volume (< 5000 jobs/run). Datacenter proxy is the default — toggle to residential only if you scrape at high frequency.

What's salary_parsed exactly? A structured breakdown of the raw salary string: detects ranges (30k-45k), single values (30000), periods (year/month/hour), and auto-annualizes to a comparable yearly figure. Unlike other scrapers, you can filter and sort numerically.

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License: MIT · Author: dltik