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📈 LinkedIn Job Scraper Actor (No Login)

Description

Unleash the power of data—instantly scrape LinkedIn job postings without logging in! 🚀 This Apify Actor offers a customizable, no-login solution to gather rich job data for recruitment analytics, market research, or your next machine‑learning project. Just plug in your search criteria and watch the magic happen! ✨

Key Features

• No authentication required – start instantly, no LinkedIn account needed
• ​Flexible filters​:
  • 🔍 ​Keyword​: e.g. “Data Scientist”, “Frontend Engineer”
  • 📍 ​Location​: cities, regions, or countries
  • 🏢 Company Name or ID
  • 🕒 ​Published At​: Any time | Past month | Past week | Past 24 hours
  • 💼 Work Mode (multi-select): Remote | On site | Hybrid
  • 🔖 Employment Type (multi-select): Full time | Part time | Contract | Temporary | Volunteer
  • 📈 Experience Level (multi-select): Internship | Entry level | Associate | Mid Senior level | Director
  • 🔢 Max Results per Search Term
• ​Comprehensive output fields​: job title, company, location, salary, seniority, apply links, description (HTML & text), poster info, and more
• ​Easy integration​: returns clean JSON for downstream processing

Sample Data Output

{
 "search_term": "Python",
 "job_title": "Data Engineer - Abu Dhabi Hedge Fund ($250k - $450k)",
 "company_name": "Saragossa",
 "company_id": "9215489",
 "location": "New York, United States",
 "published_at": "1 week ago",
 "applications_count": "72 applicants",
 "job_id": "4212052352",
 "salary_range": "$250,000.00/yr - $500,000.00/yr",
 "benefits": "",
 "apply_type": "easy_apply",
 "job_url": "https://www.linkedin.com/jobs/view/data-engineer-abu-dhabi-hedge-fund-%24250k-%24450k-at-saragossa-4212052352?position=5&pageNum=2&refId=MstO7ToO7pcnGXVk8plthg%3D%3D&trackingId=2JfOnD8bBBEMekC8RQxM4A%3D%3D",
 "apply_url": "https://www.linkedin.com/jobs/view/data-engineer-abu-dhabi-hedge-fund-%24250k-%24450k-at-saragossa-4212052352?position=5&pageNum=2&refId=MstO7ToO7pcnGXVk8plthg%3D%3D&trackingId=2JfOnD8bBBEMekC8RQxM4A%3D%3D",
 "company_url": "https://uk.linkedin.com/company/saragossa?trk=public_jobs_topcard-org-name",
 "seniority_level": "Mid-Senior level",
 "employment_type": "Full-time",
 "job_function": "Engineering",
 "industries": "Financial Services",
 "poster_full_name": "Junaid Shabir",
 "poster_profile_url": "https://uk.linkedin.com/in/junaid77",
 "description_text": "We've all thought about making the jump to Dubai or Abu Dhabi for obvious reasons, but there never is the perfect opportunity to do this as a data engineer.Well this unique hedge fund is looking to relocate talented data engineers into Abu Dhabi to join and accelerate an ever growing hedge fund.Who do you need to be?You're either:A Data Engineer within the Hedge Fund/ Trading spaceComing from an outstanding educational background, and work with complex data setsIf this is you - get in touch.Tech stack is open.",
 "description_html": "<div class=\"description__text description__text--rich\">\n \n \n \n \n\n <section class=\"show-more-less-html\" data-max-lines=\"5\">\n <div class=\"show-more-less-html__markup show-more-less-html__markup--clamp-after-5&#10; relative overflow-hidden\">\n <p>We've all thought about making the jump to Dubai or Abu Dhabi for obvious reasons, but there never is the perfect opportunity to do this as a data engineer.</p><p><br/></p><p>Well this unique hedge fund is looking to relocate talented data engineers into Abu Dhabi to join and accelerate an ever growing hedge fund.</p><p><br/></p><p>Who do you need to be?</p><p><br/></p><p>You're either:</p><ul><li>A Data Engineer within the Hedge Fund/ Trading space</li><li>Coming from an outstanding educational background, and work with complex data sets</li></ul><p><br/></p><p>If this is you - get in touch.</p><p><br/></p><p>Tech stack is open.</p>\n </div>\n\n \n\n \n \n \n\n <button class=\"show-more-less-html__button show-more-less-button&#10; show-more-less-html__button--more&#10; ml-0.5\" data-tracking-control-name=\"public_jobs_show-more-html-btn\" aria-label=\"i18n_show_more\" aria-expanded=\"false\">\n<!---->\n \n Show more\n \n\n <icon class=\"show-more-less-html__button-icon show-more-less-button-icon\" data-delayed-url=\"https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo\"/>\n </button>\n \n\n \n\n \n \n \n\n <button class=\"show-more-less-html__button show-more-less-button&#10; show-more-less-html__button--less&#10; ml-0.5\" data-tracking-control-name=\"public_jobs_show-less-html-btn\" aria-label=\"i18n_show_less\" aria-expanded=\"true\">\n<!---->\n \n Show less\n \n\n <icon class=\"show-more-less-html__button-icon show-more-less-button-icon\" data-delayed-url=\"https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg\"/>\n </button>\n \n<!----></section>\n \n </div>\n\n \n"
}

Usage Scenarios

• 🎯 ​Recruitment Dashboards​: Track new roles in real time across multiple locations
• 📊 ​Market Analysis​: Compare salary ranges and hiring trends by industry
• 🤖 ​AI Training​: Build datasets for NLP models that classify job descriptions
• 🧩 ​Competitive Intelligence​: Monitor competitor hiring activity without manual effort

Support and Feedback

If you need assistance or have suggestions, please reach out through Apify's support channels or leave feedback directly on the actor’s page.

Tags

linkedin, job-scraper, recruitment, data-collection, no-login, career-data, automation, apify