# 🇫🇷 France Travail Jobs Scraper — Titles, Salaries & Contracts (`hipersoft/francetravail-scraper`) Actor

Scrape public job listings from France Travail (ex-Pôle emploi). Search by keyword, location and contract type and export one clean row per job: title, company, location, contract, salary, description, posting date and offer URL — as JSON, CSV or Excel.

- **URL**: https://apify.com/hipersoft/francetravail-scraper.md
- **Developed by:** [hiper soft](https://apify.com/hipersoft) (community)
- **Categories:** Jobs
- **Stats:** 3 total users, 2 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.0015 / job scraped

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).

# README

## 🇫🇷 France Travail Jobs Scraper — Titles, Salaries & Contracts

Scrape public job listings from **France Travail** (formerly Pôle emploi), France's national job board, and export clean, structured data. Search by keyword, department and contract type — or paste ready-made search URLs — and get one tidy row per job: title, company, location, contract, salary, description, posting date and the offer link. Download everything as **JSON, CSV or Excel**, or pull it straight from the API.

Great for job-market research, salary benchmarking, recruitment sourcing, building a jobs feed, or tracking hiring trends across France.

### What it does

- 🔎 **Search by keyword** — e.g. `developpeur`, `comptable`, `infirmier`, `chauffeur`.
- 📍 **Filter by location** — a department code (e.g. `75` for Paris, `13`, `69`) or a commune code.
- 📄 **Filter by contract type** — CDI, CDD, intérim, seasonal, self-employed.
- 🔗 **Paste Start URLs** — drop in any France Travail search or offer URL from your browser.
- 📝 **Optional full descriptions** — turn on to add the complete job description, required skills, experience and qualification for every offer.
- 📊 **Clean, flat output** — ready for spreadsheets, databases and dashboards.

### Input

| Field | Description |
| --- | --- |
| **Search keywords** | Keywords to search for (e.g. `developpeur`). |
| **Location** | Optional department code (`75`, `13`, `69`…) or commune code. |
| **Contract type** | Optional: CDI, CDD, intérim (MIS), seasonal (SAI) or self-employed (LIB). |
| **Start URLs** | Optional list of France Travail search or offer URLs. |
| **Fetch full job descriptions** | Add the full description, skills, experience and qualification per offer (slower). |
| **Max items** | Maximum number of jobs to collect (0 = no limit). |

#### Example input

```json
{
  "keywords": "developpeur",
  "location": "75",
  "contractType": "CDI",
  "includeDescription": false,
  "maxItems": 100
}
```

### Output

Each job is one record. Example (fields vary by offer):

```json
{
  "offerId": "213GCQW",
  "title": "Développeur Mobile Junior (H/F)",
  "company": "CMS4P SERVICES ET TECHNOLOGIES",
  "location": "75 - Paris",
  "commune": "Paris",
  "postalCode": "75001",
  "deptCode": "75",
  "region": "Île-de-France",
  "contractType": "CDD",
  "workingTime": "Temps plein",
  "salary": "Salaire brut : Mensuel de 2400.0 Euros à 2500.0 Euros sur 12 mois",
  "salaryMin": 2400,
  "salaryMax": 2500,
  "salaryPeriod": "MONTH",
  "experienceLevel": "Débutant accepté",
  "qualification": "Employé qualifié",
  "industry": "Programmation informatique",
  "descriptionSnippet": "Dans le cadre de son développement, ...",
  "fullDescription": "…",
  "competences": ["Concevoir une application web", "Anglais"],
  "postedDate": "2026-09-02",
  "updatedDate": "2027-09-02",
  "detailUrl": "https://candidat.francetravail.fr/offres/recherche/detail/213GCQW",
  "applyUrl": "https://candidat.francetravail.fr/offres/recherche/detail/213GCQW",
  "url": "https://candidat.francetravail.fr/offres/recherche?motsCles=developpeur&lieux=75D",
  "collectedAt": "2026-09-06T07:51:08.235Z"
}
```

> List-level fields (title, company, location, contract, snippet, posting date) are always collected. Detail-level fields (full description, salary breakdown, skills, experience, qualification, region) are filled in when **Fetch full job descriptions** is enabled or when scraping a single offer URL.

### Tips

- For a precise city or filter combination, run your search on the France Travail website, then paste the resulting URL into **Start URLs** — every filter in the URL is respected.
- Leave **Fetch full job descriptions** off for the fastest, cheapest run; turn it on when you need the complete posting text and skills.
- Use **Max items** to cap large searches, or set it to `0` to collect everything.

### Notes

This scraper collects **public job postings only**. It does not access, require or return any candidate account, login or private profile data. Please use the data responsibly and in line with France Travail's terms.

# Actor input Schema

## `keywords` (type: `string`):

Job keywords to search for on France Travail (e.g. "developpeur", "comptable", "infirmier"). Combine with a location and contract type below to narrow results.

## `location` (type: `string`):

Optional France Travail location code. Use a 2-digit department number (e.g. "75" for Paris, "13" for Bouches-du-Rhône, "69" for Rhône) or a 5-digit commune code. Free-text city names are not recognised by the site's filter — for a precise place, paste a filtered search URL under Start URLs instead.

## `contractType` (type: `string`):

Optional contract-type filter. Common values: CDI (permanent), CDD (fixed-term), MIS (temp/intérim), SAI (seasonal), LIB (self-employed). Leave empty for all contract types.

## `startUrls` (type: `array`):

Optional: paste France Travail search or offer URLs straight from your browser instead of using the fields above (e.g. https://candidat.francetravail.fr/offres/recherche?motsCles=developpeur\&lieux=75D or a single offer detail URL). The scraper walks every result page automatically.

## `includeDescription` (type: `boolean`):

When on, the scraper opens each offer page to add the full description, required skills, experience and qualification. Slower and costs more — leave off for a fast list-level scrape.

## `maxItems` (type: `integer`):

Maximum number of jobs to collect across all searches (0 = no limit; collect everything the searches return).

## `proxyConfiguration` (type: `object`):

Optional proxy settings. Leave off for most runs; enable a proxy only if you need it for reliable access.

## Actor input object example

```json
{
  "keywords": "developpeur",
  "location": "",
  "contractType": "",
  "includeDescription": false,
  "maxItems": 100,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

# Actor output Schema

## `results` (type: `string`):

The results as dataset items.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "keywords": "developpeur"
};

// Run the Actor and wait for it to finish
const run = await client.actor("hipersoft/francetravail-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "keywords": "developpeur" }

# Run the Actor and wait for it to finish
run = client.actor("hipersoft/francetravail-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "keywords": "developpeur"
}' |
apify call hipersoft/francetravail-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,hipersoft/francetravail-scraper"
        }
    }
}

```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/mkdSLUUWfFnwLsIQ2/builds/mzQF3F9d1gBa1LxIJ/openapi.json