HelloWork Scraper

The most complete hellowork.com scraper — not just job listings, but also salary benchmarks by profession and company intelligence. Three modes, one actor: scrape jobs (title, company, salary, contract, location, remote, full description + taxonomy), pull salary data per profession (median, experience tiers, region & city), or map companies (sector, open-job count, reviews, their live listings).

Mode	What you get
Jobs	Job listings by keyword / location / contract, or from any URL
Salary	Salary benchmarks per profession — median, junior→senior, region & city
Company	Company profiles — sector, total open jobs, review count, job URLs

Pure HTTP, no headless browser. HelloWork has no anti-bot wall, so scraping is fast and reliable — no proxies required.

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Why use this scraper

• Three data types, one actor. Every other HelloWork scraper does job listings only. This one adds two datasets nobody else offers.
• Salary benchmarks (unique). For any profession, get HelloWork's median salary (annual / monthly / hourly), the confidence index, salary by experience level (débutant, junior, confirmé, senior), and full breakdowns by region and city. Ideal for HR, compensation benchmarking, and market research.
• Company intelligence. Map who is hiring: each employer's sector, total number of open positions, review count, and every one of their live job URLs — a ready-made B2B lead and market-mapping dataset.
• Rich job data. Beyond title/company/salary, jobs carry the HelloWork taxonomy (métier, domaine, fonction, region, département, ville, seniority tags), remote-work status, education level, and experience required.
• Flexible input. Set filters, or paste any HelloWork search / job / salary / company URL — all auto-classified.

How it works

1. Pick a mode — jobs, salary, or company.
2. Give input — filters (keyword, location, contract / professions / company slugs) or paste URLs.
3. Get clean rows — parsed directly from HelloWork's server-rendered pages and embedded data layer, tagged with a rowType so mixed datasets stay tidy. Export as JSON, CSV, or Excel.

Supported inputs

Mode	Input	Example
Jobs	Search URL or filters	keyword: développeur, location: Paris, contractTypes: [CDI]
Jobs	Direct job URL	https://www.hellowork.com/fr-fr/emplois/79737515.html
Salary	Profession slugs	professions: [developpeur, infirmier, expert-comptable]
Salary	Salary URL	https://www.hellowork.com/fr-fr/salaires/developpeur.html
Company	Company slugs	companySlugs: [auchan-retail-france-546]
Company	Company URL	https://www.hellowork.com/fr-fr/entreprises/auchan-retail-france-546.html

Leave the salary professions empty and the actor auto-discovers HelloWork's featured professions.

Use cases

• Compensation benchmarking — pull salary ranges by role, seniority, and region for HR and pay-equity analysis.
• Job-market monitoring — track openings by keyword, location, and contract type on a schedule.
• Recruitment lead-gen — build lists of employers that are actively hiring, with their open-job volume.
• Market research — combine salary + company + job data for labour-market and sector reports.
• Aggregators & job boards — ingest structured French job data with a consistent schema.

Input configuration

Field	Type	Notes
mode	select	jobs (default), salary, or company
startUrls	array	Any HelloWork URLs (auto-classified). Overrides filters.
keyword	string	Jobs: search keyword
location	string	Jobs: location
contractTypes	array	Jobs: CDI, CDD, Stage, Alternance, Interim, Freelance
scrapeJobDetails	boolean	Jobs: fetch each job's detail page for the full record
professions	array	Salary: profession slugs (empty = featured professions)
companySlugs	array	Company: slugs incl. numeric id
maxItems	integer	Max rows to return
maxConcurrency	integer	Parallel detail fetches (jobs detail mode)

Example input

{
  "mode": "salary",
  "professions": ["developpeur", "infirmier", "expert-comptable"],
  "maxItems": 50
}

Output

rowType: "job"

{
  "rowType": "job",
  "jobId": "78490586",
  "url": "https://www.hellowork.com/fr-fr/emplois/78490586.html",
  "title": "Développeur Back-End H/F",
  "company": "GALILEO RH",
  "location": "Paris - 75",
  "contractType": "CDI",
  "salaryText": "55 000 - 65 000 € / an",
  "remoteWork": "Télétravail partiel",
  "postedText": "il y a 9 jours",
  // full-detail mode adds:
  "educationLevel": "Bac +5",
  "experienceRequired": "5 ans",
  "sector": "informatique",
  "metier": "developpeur back end",
  "region": "ile de france",
  "ville": "paris",
  "seniorityTags": ["cdi", "confirme"],
  "description": "Rattaché au CTO, vous rejoindrez une équipe…"
}

rowType: "salary"

{
  "rowType": "salary",
  "metier": "developpeur",
  "title": "Salaire Développeur",
  "medianAnnual": 56200,
  "medianMonthly": 4683,
  "medianHourly": 30.88,
  "confidenceIndex": "Indice de confiance très élevé",
  "byExperience": [
    { "level": "Débutant", "annual": 37230 },
    { "level": "Junior", "annual": 39420 },
    { "level": "Confirmé", "annual": 50369 },
    { "level": "Senior", "annual": 58254 }
  ],
  "byRegion": [{ "name": "Île-de-France", "monthly": 4266, "annual": 51200 }],
  "byCity": [{ "name": "Paris", "monthly": 4700, "annual": 56400 }]
}

rowType: "company"

{
  "rowType": "company",
  "companyId": "192976",
  "slug": "auchan-retail-france-546",
  "name": "auchan retail france",
  "sector": "commerce alimentaire grande distribution",
  "openJobCount": 917,
  "hasReviews": true,
  "reviewCount": 128,
  "jobUrls": ["https://www.hellowork.com/fr-fr/emplois/…"]
}

Key output fields

Field	Description
title / company / location	Job title, employer, and location
contractType / salaryText / remoteWork	Contract, salary range, remote-work status
medianAnnual / byExperience / byRegion	Salary benchmarks (salary mode)
openJobCount / reviewCount / jobUrls	Company hiring volume, reviews, live listings (company mode)
metier / domaine / region / seniorityTags	HelloWork taxonomy (job detail mode)

FAQ

Do I need a proxy? No. HelloWork has no anti-bot protection, so the actor fetches directly. A proxy input exists but is optional.

Jobs card vs full detail? Card mode returns ~30 fully-usable jobs per page fetch (title, company, location, contract, salary, remote). Turn on full details to also get the description, education, experience, sector, and taxonomy — at one fetch per job.

Which professions are available in salary mode? Any profession HelloWork publishes a salary page for (e.g. developpeur, infirmier, expert-comptable, ingenieur, architecte, medecin-generaliste). Leave the list empty to scrape the featured set automatically.

How do I get a company slug? It's the last path segment of a company URL, including the numeric id — e.g. auchan-retail-france-546 from /fr-fr/entreprises/auchan-retail-france-546.html.

Can I run it on a schedule? Yes — save a mode + filters and run it on an Apify schedule for ongoing monitoring.

Notes & limitations

• Targets the French site (hellowork.com, /fr-fr/).
• Some job postings are recruiter-anonymised (company shows as "Recruteur"); that reflects the source.
• Salary figures are HelloWork's own estimates/medians (from real offers + INSEE data), not the actor's calculation.

⚠️ Disclaimer

This actor extracts publicly available data from hellowork.com for legitimate purposes such as labour-market research, compensation benchmarking, and recruitment. You are responsible for how you use the scraped data. Comply with HelloWork's Terms of Service, applicable data-protection law (including the GDPR when handling personal data), and all local regulations. This tool is not affiliated with, endorsed by, or connected to HelloWork.

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