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💼 Career Page & Job Listing Scraper v2 — Greenhouse, Lever, Ashby + 10+ ATS

Extract structured job listings from any company career page — supports Greenhouse, Lever, Ashby, Workday, SmartRecruiters, BambooHR, Recruitee, Teamtailor, and generic HTML.
Get job titles, locations, departments, links, descriptions, remote status, experience level, skills, and more. No API key required.

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💡 What is Career Page & Job Listing Scraper v2?

This actor scrapes public job listings directly from company career pages, not from job boards. It automatically detects the ATS (Applicant Tracking System) and uses the best extraction method:

• Greenhouse – extracts from __NEXT_DATA__ JSON or public API (boards-api.greenhouse.io).
• Lever – extracts from window.LeverPostings, __NEXT_DATA__, or HTML selectors.
• Ashby – extracts from __NEXT_DATA__ or JSON‑LD.
• Generic – supports Workday, SmartRecruiters, BambooHR, Recruitee, Teamtailor, and any custom HTML via JSON‑LD, structured data, or fallback link scanning.

The actor returns clean, structured JSON with fields like Job_ID, Title, Location, Department, Career_Link, Job_Type, Salary_Range, Description, Posted_Date, Remote (boolean), Experience_Level, Skills, ATS_Platform, and more.

No API key required. Works with residential proxies to avoid IP blocks.

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📦 What Data Can You Extract?

🧩 Data Type	📋 Description
🆔 Job ID	Unique identifier from the ATS or generated.
🎬 Title	Job title.
📍 Location	City, state, country, or “Remote”.
🏢 Department	Team or functional area.
🔗 Career Link	Direct URL to apply or view details.
🕒 Job Type	Full‑time, Part‑time, Contract, etc.
💰 Salary Range	Extracted if present in description.
📝 Description	Short description (up to 500 chars).
📅 Posted Date	YYYY‑MM‑DD if available.
🏠 Remote	Boolean (true/false).
📈 Experience Level	Intern, Junior, Mid‑Level, Senior, Manager, Staff/Principal.
🛠️ Skills	Extracted from title + description (Python, React, AWS, etc.).
🤖 ATS Platform	Greenhouse, Lever, Ashby, Workday, etc.
🌐 Company URL	Original career page URL.
⏱️ Timestamp	ISO extraction time.

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⚙️ Key Features

• ATS Detection – Automatically identifies the ATS from the URL or page content.
• JSON‑First Extraction – Uses __NEXT_DATA__, window.LeverPostings, and JSON‑LD before falling back to HTML parsing.
• Residential Proxy Ready – Works with Apify residential proxies to avoid blocking.
• Bulk Processing – Scrape multiple career page URLs in one run.
• Filtering – Filter by keyword, remote‑only, department, or job type.
• Skills & Experience Inference – Automatically extracts skills and experience level from job data.
• Clean Output – Missing fields are omitted; all strings are sanitised.

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📥 Input Parameters

The actor accepts a JSON object with the following fields:

Parameter	Type	Required	Default	Description
career_page_urls	array or string	Yes	–	List of career page URLs (e.g., https://boards.greenhouse.io/stripe). Can be newline‑separated string.
career_page_url	string	No	–	Single URL alternative.
keyword	string	No	–	Filter jobs by title keyword (case‑insensitive).
remote_only	boolean	No	false	Return only remote jobs.
department	string	No	–	Filter by department (partial match).
job_type_filter	string	No	–	Filter by job type (e.g., Full-time).
max_results	integer	No	100	Maximum number of jobs to return total.
proxyConfiguration	object	No	–	Apify proxy configuration. Residential recommended.

Example Input

{
  "career_page_urls": "https://boards.greenhouse.io/stripe\nhttps://jobs.lever.co/anthropic",
  "remote_only": false,
  "max_results": 50,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

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📤 Output Fields

Each job returns an object with the following possible fields:

Field	Type	Description
Job_ID	string	Unique identifier (from ATS or generated).
Title	string	Job title.
Location	string	Location (city, state, country).
Department	string	Department or team.
Career_Link	string	Direct URL to the job posting.
Job_Type	string	Employment type (e.g., Full-time).
Salary_Range	string	Salary range (if found).
Description	string	Short description (up to 500 chars).
Posted_Date	string	YYYY-MM-DD (if available).
Remote	boolean	Whether the job is remote.
Experience_Level	string	Intern, Junior, Mid‑Level, Senior, Manager, Staff/Principal.
Skills	array	Extracted skills (e.g., ["Python","React"]).
ATS_Platform	string	Greenhouse, Lever, Ashby, Generic, etc.
Company_Career_URL	string	Original career page URL.
Proxy_Status	string	Always RESIDENTIAL-SECURE when proxy used.
Timestamp	string	ISO 8601 extraction timestamp.

Example Output (Greenhouse)

[
  {
    "Job_ID": "7532733",
    "Title": "Account Executive, AI Sales",
    "Location": "San Francisco, CA",
    "Department": "1175 Enterprise - Account Executives (NA)",
    "Career_Link": "https://stripe.com/jobs/search?gh_jid=7532733",
    "Job_Type": "Full-time",
    "Salary_Range": null,
    "Description": "<h2>Who we are</h2> <h3>About Stripe</h3> <p>Stripe is a financial infrastructure platform for businesses...</p>",
    "Posted_Date": "2026-04-01",
    "Remote": false,
    "Experience_Level": "Mid-Level",
    "Skills": [],
    "ATS_Platform": "Greenhouse",
    "Company_Career_URL": "https://boards.greenhouse.io/stripe",
    "Proxy_Status": "RESIDENTIAL-SECURE",
    "Timestamp": "2026-04-11T05:07:12.447920Z"
  }
]

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🛠 How to Use on Apify

1. Create a task with this actor.
2. Provide input – one or more career page URLs (Greenhouse, Lever, Ashby, etc.).
3. Configure filters – optional keyword, remote‑only, department.
4. Enable proxy – set proxyConfiguration.useApifyProxy: true with RESIDENTIAL group.
5. Run – the actor will scrape each URL and push jobs to the Dataset.
6. Export – download as JSON, CSV, or Excel.

Running via API

curl -X POST "https://api.apify.com/v2/acts/your-username~career-page-job-scraper/runs" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer YOUR_API_TOKEN" \
  -d '{
    "career_page_urls": ["https://boards.greenhouse.io/stripe"],
    "max_results": 20,
    "proxyConfiguration": {
      "useApifyProxy": true,
      "apifyProxyGroups": ["RESIDENTIAL"]
    }
  }'

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🎯 Use Cases

• Job Aggregation – Build a custom job board from specific companies.
• Competitive Intelligence – Monitor who is hiring and for what roles.
• Recruitment Research – Analyse salary ranges, skills, and remote trends.
• Data Enrichment – Augment your CRM with live job listings.
• Talent Sourcing – Identify companies expanding in your region.

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❓ Frequently Asked Questions

Q1. Which ATS platforms are supported?

Full support: Greenhouse, Lever, Ashby. Partial support (generic HTML/JSON‑LD): Workday, SmartRecruiters, BambooHR, Recruitee, Teamtailor, Jobvite, Breezy, iCIMS, Workable, and any custom career page with structured data.

Q2. Do I need an API key?

No. The actor uses only public web pages and public APIs (e.g., Greenhouse’s public boards API).

Q3. Why do I need residential proxies?

Many ATS pages block datacenter IPs. Residential proxies reduce the chance of being blocked, especially when scraping multiple companies.

Q4. How accurate are the extracted skills and experience level?

They are based on simple keyword matching and may not be perfect. You can disable or adjust the logic by modifying the script.

Q5. What if a career page uses JavaScript rendering?

The actor uses curl_cffi (which mimics a real browser) and can execute some JS. For heavy JS frameworks, consider using a Playwright‑based actor.

Q6. Can I scrape job details (full description, requirements)?

The actor extracts a short description (up to 500 chars). For full details, you can follow the Career_Link and scrape that page separately.

Q7. How are Job_IDs generated?

If the ATS provides an ID (Greenhouse, Lever, Ashby), it is used. Otherwise, a deterministic hash is generated from the link and title.

Q8. What happens if a URL fails to load?

The actor logs a warning and skips that URL. Other URLs are processed normally.

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🔍 SEO Keywords

job scraper, career page scraper, Greenhouse job extractor, Lever jobs API, Ashby job scraper, workday job listings, ATS data extraction, recruitment intelligence, bulk job scraping, Apify career scraper

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