HelloWork Jobs Scraper

Overview

Mine HelloWork (formerly RegionsJob), a prominent French employment platform, for career opportunities across France. This actor traverses HelloWork's job listing infrastructure to assemble structured data on positions, employers, and employment conditions from France's diverse regional labor markets.

Features

• Major French regional job market coverage
• CDI, CDD, and interim contract classification
• Secteur d'activité industry categorization
• Département and ville geographic targeting
• Proxy rotation with automatic fallback (residential → datacenter)
• CAPTCHA detection and session rotation
• Automatic retry on failures with exponential backoff
• Deduplication of results by application URL
• Dataset validation with auto-fix capability

Supported Inputs

Field	Type	Default	Description
keyword	string	"software engineer"	Search terms for job discovery
location	string	"Paris"	Geographic filter for results
country	string	"FR"	Country code for proxy routing
maxItems	integer	50	Upper limit on extracted listings
proxyEnabled	boolean	true	Toggle proxy rotation on/off
sortBy	string	"relevance"	Result ordering (relevance/date/salary)
jobType	string	""	Employment type filter
experienceLevel	string	""	Seniority level filter
datePosted	string	""	Recency filter (24h/3d/7d/14d/30d)
remoteOnly	boolean	false	Restrict to remote positions only
includeCompanyDetails	boolean	true	Fetch extra company information
includeSalary	boolean	true	Include compensation data

Output Format

Each scraped listing produces a JSON object with these fields:

{
    "jobTitle": "Senior Software Engineer",
    "companyName": "Example Corp",
    "location": "Paris",
    "salary": "$120,000 - $160,000",
    "jobType": "Full-time",
    "experienceLevel": "Senior",
    "postedDate": "2 days ago",
    "applyUrl": "https://www.hellowork.com/job/12345",
    "companyUrl": "https://www.hellowork.com/company/example",
    "description": "We are looking for a skilled engineer...",
    "requirements": ["JavaScript", "Node.js", "React"],
    "benefits": ["Health Insurance", "Remote Work"],
    "sourcePortal": "HelloWork",
    "country": "FR",
    "scrapedAt": "2025-01-15T10:30:00.000Z"
}

Proxy Handling

Proxy management follows a graduated fallback pattern for optimal success rates.

1. Apify Residential Proxy (country-targeted) — First choice for HelloWork
2. Apify Residential Proxy (any region) — Fallback if country proxy unavailable
3. Apify Datacenter Proxy — Secondary fallback for cost efficiency
4. Direct Connection — Last resort when all proxies fail

Proxies auto-rotate on each request. Blocked sessions are discarded and replaced automatically.

Retry Logic

Built-in resilience retries unsuccessful requests with new proxy identities.

• Maximum 5 retries per request
• Fresh browser session on each retry
• Automatic proxy rotation between attempts
• Blocked status codes (401, 403, 429) trigger session refresh
• Configurable request timeout (120 seconds)

Anti-block Handling

Advanced evasion methods reduce the likelihood of being flagged as automated.

• navigator.webdriver property masked
• Human-like delays between page interactions (2–5 seconds)
• Browser language and plugin fingerprints normalised
• Session pool with automatic rotation on blocks
• CAPTCHA detection with graceful retry
• Rate limit detection (HTTP 429) with backoff

Sample Input

{
    "keyword": "data analyst",
    "location": "Paris",
    "maxItems": 25,
    "proxyEnabled": true,
    "sortBy": "date",
    "remoteOnly": false
}

Sample Output

{
    "jobTitle": "Data Analyst",
    "companyName": "TechCorp International",
    "location": "Paris",
    "salary": "Competitive",
    "jobType": "Full-time",
    "experienceLevel": "Mid-level",
    "postedDate": "1 day ago",
    "applyUrl": "https://www.hellowork.com/job/example-123",
    "companyUrl": "",
    "description": "Seeking a detail-oriented data analyst to join our growing team...",
    "requirements": ["SQL", "Python", "Tableau"],
    "benefits": ["Health Insurance", "Flexible Hours"],
    "sourcePortal": "HelloWork",
    "country": "FR",
    "scrapedAt": "2025-01-15T14:22:00.000Z"
}

Usage

Local Development

# Install dependencies
npm install

# Set Apify token (required for proxy)
export APIFY_TOKEN=your_token_here

# Run the actor
npm start

# Validate scraped data
node dataset-validator.js

Apify Platform

# Login to Apify
apify login

# Push actor to platform
apify push

# Run from Apify Console or API

Deployment

1. Ensure all dependencies are installed: npm install
2. Authenticate with Apify: apify login
3. Deploy the actor: apify push
4. Configure input in the Apify Console
5. Schedule runs or trigger via API / webhooks

Limitations

• Results depend on the portal's current HTML structure; layout changes may require selector updates
• Some job details (salary, benefits) may not be available for all listings
• Rate limiting by the portal may reduce throughput during high-volume scrapes
• CAPTCHA challenges may interrupt scraping on heavily protected pages
• HelloWork may modify their anti-bot measures, requiring periodic updates
• Maximum items per run is capped at 1000 to prevent excessive resource usage
• Proxy costs apply when using Apify residential or datacenter proxies