# France Travail Scraper — Jobs, Salary & ROME (`crawloop/france-travail-scraper`) Actor

France Travail Scraper for public job offers in France. Search by keyword, city, or contract and export title, employer, salary, ROME code, and the job description as JSON.

- **URL**: https://apify.com/crawloop/france-travail-scraper.md
- **Developed by:** [Andrej Kiva](https://apify.com/crawloop) (community)
- **Categories:** Jobs, Lead generation, AI
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.50 / 1,000 job listings

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.
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?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
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.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## 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.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## France Travail Scraper — Jobs, Salary & ROME

> **Disclaimer:** Unofficial tool — not affiliated with, sponsored by, or endorsed by France Travail or its affiliates. Data is read from publicly accessible job-search and offer pages only. No login. You are responsible for complying with applicable law (including GDPR where personal data appears) and the site’s terms. No warranty on accuracy or availability. Provided for informational and research use.

**France Travail scraper** for public job offers in France (the board formerly known as Pôle emploi). A practical **France Travail API alternative**: search by **keyword**, **city or department**, **contract**, or paste a **search / offer URL**. Export **title**, **employer**, **city**, **contract**, **EUR salary**, **ROME code**, **experience**, and the **job description** as **JSON**, **CSV**, or **Excel**. Fast **HTTP**, **no headless browser**, **no login**. Run it with **Python**, **Node.js**, **cURL**, or **Apify MCP**.

Use it for recruiting coverage, salary checks, and a daily watch of new offer ids.

| Actor | Focus |
| :--- | :--- |
| France Travail Scraper ◄── you are here | Public France Travail job offers |
| [APEC Jobs Scraper](https://apify.com/crawloop/apec-jobs-scraper) | France cadre jobs and salary |
| [Arbeitsagentur Jobs Scraper](https://apify.com/crawloop/arbeitsagentur-jobs-scraper) | Germany public employment board |
| [InfoJobs Job Scraper](https://apify.com/crawloop/infojobs-jobs-scraper) | Spain job listings |
| [LinkedIn Jobs Scraper](https://apify.com/crawloop/linkedin-jobs-scraper) | Public LinkedIn job listings |
| [Stepstone Jobs Scraper](https://apify.com/crawloop/stepstone-jobs-scraper) | DACH commercial job board |

### When to use this Actor

- You need a **France Travail scraper** / **Pôle emploi scraper** that returns structured offers
- You want **keyword + city + contract** without a partner API key
- You need **ROME**, **salary text**, and the **description** on the same row
- You run a **daily monitor** and only want offer ids that were not seen last time

### When not to use this Actor

- **Candidate profiles or CVs** — public job offers only
- **Recruiter emails or phones** — the apply form is not opened
- **Logged-in candidate space** — no login
- **French executive roles only** — use [APEC Jobs Scraper](https://apify.com/crawloop/apec-jobs-scraper)

### Key features

- Public search HTML plus the public offer JSON (salary, ROME, description)
- City and department names resolved to the location code used by the search
- Contract filter: CDI, CDD, intérim, apprentissage, and related codes
- Partner offers can be included or left out
- Monitor mode stores seen offer ids and bills only new rows
- 256 MB HTTP run, proxy off by default

### Input

| Field | What it does |
| :--- | :--- |
| `keyword` | Job title, skill, or words to search |
| `location` | City, department, or a location code such as `75D` |
| `radiusKm` | 0–100 km around that place. Default 10 |
| `contractType` | `CDI`, `CDD`, `MIS` (intérim), `SAI`, `E2`, `FS`, or empty |
| `includePartnerOffers` | Keep offers republished from partner boards |
| `sortBy` | `relevance` or `date`. Monitor mode uses date |
| `startUrls` | Search or offer URLs. They replace keyword and location |
| `includeDetails` | Fetch salary, ROME, and the full description. Default on |
| `maxItems` / `maxPages` | Caps. The search returns 10 offers per page |
| `monitorMode` | Push only new offer ids on later runs |

```json
{
  "keyword": "développeur",
  "location": "Paris",
  "radiusKm": 10,
  "contractType": "CDI",
  "maxItems": 50,
  "includeDetails": true,
  "proxyConfiguration": { "useApifyProxy": false }
}
```

Offer URL example inside a run input:

```json
{
  "startUrls": [
    { "url": "https://candidat.francetravail.fr/offres/recherche?motsCles=infirmier&lieux=69D&rayon=10" }
  ],
  "maxItems": 20
}
```

### Output

One dataset row is one job offer.

| Field | Meaning |
| :--- | :--- |
| `jobId` | Public offer id |
| `title`, `company`, `city`, `departmentCode` | Card identity |
| `contractType`, `workTime` | Contract and hours label |
| `salaryText`, `salaryMin`, `salaryMax`, `salaryPeriod` | Disclosed pay. Period is `HOUR`, `MONTH`, `YEAR`, or `FEE` |
| `romeCode`, `romeTitle` | ROME occupation |
| `experience`, `qualification`, `sector` | Profile and industry |
| `description` | Offer text |
| `publishedLabel`, `updatedAt`, `origin` | Freshness and source board |
| `url` | Public offer page |

```json
{
  "jobId": "215KBZB",
  "title": "DEVELOPPEUR ANGULAR (h/f) (H/F)",
  "company": "IZIWORK",
  "city": "Hasparren",
  "departmentCode": "64",
  "contractType": "Intérim - 5 Mois - Contrat travail",
  "salaryText": "Horaire de 16.0 Euros",
  "salaryMin": 16,
  "salaryMax": 16,
  "salaryPeriod": "HOUR",
  "romeCode": "M1855",
  "romeTitle": "Développeur / Développeuse web",
  "url": "https://candidat.francetravail.fr/offres/recherche/detail/215KBZB"
}
```

### Use cases

- Build a daily list of new developer, nurse, or logistics offers in one department
- Compare disclosed hourly and monthly pay on the same occupation code
- Feed a recruiting CRM with employer name, city, contract, and description
- Watch one keyword and skip offer ids you already stored

### Integration examples

#### Node.js

```javascript
import { ApifyClient } from "apify-client";

const client = new ApifyClient({ token: process.env.APIFY_TOKEN });
const run = await client.actor("crawloop/france-travail-scraper").call({
  keyword: "infirmier",
  location: "Lyon",
  contractType: "CDI",
  maxItems: 30,
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);
```

#### Python

```python
from apify_client import ApifyClient

client = ApifyClient()
run = client.actor("crawloop/france-travail-scraper").call(run_input={
    "keyword": "développeur",
    "location": "Paris",
    "maxItems": 30,
})
items = client.dataset(run["defaultDatasetId"]).list_items().items
print(len(items), items[0].get("romeCode"))
```

#### cURL

```bash
curl "https://api.apify.com/v2/acts/crawloop~france-travail-scraper/runs?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d "{\"keyword\":\"boulanger\",\"location\":\"Lille\",\"maxItems\":20}"
```

### MCP and AI assistants

Use this Actor from AI tools via [Apify MCP](https://docs.apify.com/platform/integrations/mcp).
Connect your Apify account, then call this Actor by its Store name `crawloop/france-travail-scraper`.

Example prompts:

- "Run France Travail Scraper for développeur in Paris, CDI, max 20, and return title, salary, and ROME as JSON"
- "Scrape new infirmier offers in Lyon and summarize contract type and city"
- "Chain France Travail Scraper then APEC Jobs Scraper for cadre roles in the same city"

### Suite next step

For French executive and cadre listings, run [APEC Jobs Scraper](https://apify.com/crawloop/apec-jobs-scraper) after this Actor.

### FAQ

**Does this use the official partner API?**
No. It reads the public candidate search and the public offer description. No OAuth client and no login.

**Why is a city required to be a name, not a free-text filter?**
The search filters on a location code. `Paris` is resolved to the department code. You can also pass a code such as `75D` directly.

**What does monitor mode bill?**
Only new offer rows. A later run that finds nothing new still starts, and it does not charge a job row for ids already stored.

**Are partner-board offers included?**
Yes by default, matching the public search. Set `includePartnerOffers` to false to drop them.

# Actor input Schema

## `keyword` (type: `string`):

Job title, skill, or offer id (for example développeur, infirmier, boulanger).

## `keywords` (type: `array`):

Each extra keyword is searched separately. Results are deduplicated by offer id.

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

City, department, or region name (Paris, Lyon, Haute-Garonne). Resolved to the public location code. A code such as 75D is used as-is.

## `locations` (type: `array`):

Optional extra cities or departments. Each one is a separate search, combined with each keyword.

## `radiusKm` (type: `integer`):

Distance around the chosen place. 0 is the place only. The public search allows 0–100. Default 10.

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

Optional contract filter. One code or several separated by commas.

## `includePartnerOffers` (type: `boolean`):

Keep offers republished from partner boards. Turn off to keep France Travail offers only.

## `sortBy` (type: `string`):

Relevance matches the public search default. Date puts the newest offers first. Monitor mode always sorts by date.

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

Optional public search or offer URLs. When set, they replace keyword and location. Offer URLs look like /offres/recherche/detail/{id}.

## `includeDetails` (type: `boolean`):

Open each offer's public JSON for salary, ROME, experience, and the full description. One dataset row is still one job.

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

Maximum job rows across all searches. 0 means no cap other than max pages.

## `maxPages` (type: `integer`):

Safety cap. The public search returns 10 offers per page.

## `monitorMode` (type: `boolean`):

On a schedule, push and charge only offer ids not seen in a previous run. The first run is the baseline. Newest offers first.

## `monitorStoreName` (type: `string`):

Named key-value store for seen offer ids. Use one name per watch.

## `resetMonitorState` (type: `boolean`):

Clear the seen-offer cache before this run.

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

Leave proxy off. The public search HTML and offer JSON answer without a proxy. Enable one only if you see HTTP 403 or 429.

## Actor input object example

```json
{
  "keyword": "développeur",
  "location": "Paris",
  "radiusKm": 10,
  "contractType": "",
  "includePartnerOffers": true,
  "sortBy": "relevance",
  "includeDetails": true,
  "maxItems": 50,
  "maxPages": 10,
  "monitorMode": false,
  "monitorStoreName": "france-travail-jobs-monitor",
  "resetMonitorState": false,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

# Actor output Schema

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

Default 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 = {
    "keyword": "développeur",
    "location": "Paris",
    "proxyConfiguration": {
        "useApifyProxy": false
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("crawloop/france-travail-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 = {
    "keyword": "développeur",
    "location": "Paris",
    "proxyConfiguration": { "useApifyProxy": False },
}

# Run the Actor and wait for it to finish
run = client.actor("crawloop/france-travail-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 '{
  "keyword": "développeur",
  "location": "Paris",
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}' |
apify call crawloop/france-travail-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,crawloop/france-travail-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/iiRIvh47J3xMEr0iL/builds/nTgZt5hRoVP7a96N4/openapi.json
