LinkedIn Learning Courses Scraper β Cheap π
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from $0.00005 / actor start
LinkedIn Learning Courses Scraper β Cheap π
π Scrape Mass/Bulk LinkedIn Learning Courses Enter any keyword & extract relevant LinkedIn Learning courses, including title, description, thumbnail & course page link π Perfect for skill research, training insights, curriculum building, L&D analytics & feeding your CRM, datasets or AI pipelines
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from $0.00005 / actor start
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ContactMinerLabs
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π LinkedIn Learning Scraper β Find LinkedIn Learning Courses & Learning Paths by Keyword Fast π
LinkedIn Learning Scraper collects public LinkedIn Learning courses and learning paths matching the skills or topics you choose β in minutes. Add one or many keywords (bulk), an optional language, and get a clean, deduplicated list with course URL, title, instructor, duration, level, number of learners, rating, release date, skills covered and description β up to your limit for each keyword.
Perfect for L&D and HR teams, training managers, EdTech companies, course creators, career coaches and market researchers who want to map the LinkedIn Learning catalog by skill.
β¨ Why this LinkedIn Learning Scraper?
- π§© Courses and learning paths β both, or only one of them with Page type
- π Built for volume β every keyword is searched on 6 search engines (Google, Bing, DuckDuckGo, Brave, Yahoo, Mojeek) with many query variants (exact keyword, training words, levels)
- π Bulk keywords β add as many keywords as you want with + Add: each one is scraped separately, up to Max Items per keyword
- π Language filter β target courses in French, Spanish, Germanβ¦
- π₯ Learners count β as shown (
1,234,567) and as a number ready to sort - π― Unique courses only β every course appears once, even when found through one of its videos, several engines or LinkedIn country domains
- π No login, no cookies β no LinkedIn account needed
- β‘ Fast & light β no browser
- π Stops exactly at your target β and stops automatically when no more courses are available
- π€ Export anywhere β JSON, CSV, Excel, XML, HTML, API, Zapier, Make, Google Sheets, CRM
π What does it extract?
| Field | Description |
|---|---|
itemId | Unique identifier (course:<slug> or path:<slug>) |
slug | LinkedIn Learning identifier |
url | Canonical link (e.g. https://www.linkedin.com/learning/excel-essential-training) |
pageType | Course or Learning Path |
keyword | Keyword of your search that found the course |
name | Course or learning path title |
instructor | Instructor name(s) |
duration | Duration (e.g. 2h 15m) |
level | Beginner, Intermediate, Advanced or General |
learners | Number of learners as shown (e.g. 1,234,567) |
learnersCount | Number of learners as a number |
rating | Average rating when shown |
reviewsCount | Number of ratings when shown |
releaseDate | Release date |
updatedDate | Last update date when shown |
language | Course language when shown |
skills | Skills covered |
coursesCount | Number of courses (learning paths) |
description | Course description |
logo | Course thumbnail |
title | Title of the search result |
snippet | Text of the search result |
source | course page, learning path page or search result |
platform | Always LinkedIn Learning |
displayedUrl | Readable version of the URL |
scrapedAt | Date and time of extraction |
Fields that are not shown for a course are set to N/A.
π How to scrape LinkedIn Learning (4 steps)
- Add one or more keywords with + Add β e.g.
excel,python,project management,leadership - Choose the page type β Courses + Learning paths, Courses only or Learning paths only
- Add a language (optional) β e.g.
French,EspaΓ±ol,Deutsch - Set Max Items per keyword and click Start
Download your courses in JSON, CSV, Excel, XML or HTML, or send them to your tools through the Apify API and integrations.
π‘ Tips to get more courses
πΉ Use skills and software names: excel, power bi, python, sql, photoshop, figma, aws, agile
πΉ Use soft skills too: leadership, communication, negotiation, time management
πΉ Add several related keywords: data analysis, data visualization, tableau, power bi
πΉ Sort by learnersCount to find the most popular courses first
π― Use cases
π’ L&D programs β build training catalogs by skill for your teams π§ Career coaching β find the right courses and paths for a target job π Market research β see which skills have the most courses and learners π¬ Course creators β analyze competing courses, levels and durations π€ EdTech partnerships β map the catalog of a topic βοΈ Automation β schedule runs and send new courses to Google Sheets or an LMS
π₯ Input
Input example:
{"KEYWORDS": ["excel", "python"],"PAGE_TYPE": "all","LANGUAGE": "","MAX_ITEMS": 50}
| Field | Type | Description |
|---|---|---|
KEYWORDS | string[] | π Skills or topics to search (one per line, click + Add) |
PAGE_TYPE | string | π§© all (courses + paths), courses or paths |
LANGUAGE | string | π Optional language word (e.g. French, EspaΓ±ol) |
MAX_ITEMS | integer | π’ Number of unique courses per keyword |
π§Ύ Output examples
Course:
{"itemId": "course:excel-essentials-for-beginners","slug": "excel-essentials-for-beginners","url": "https://www.linkedin.com/learning/excel-essentials-for-beginners","pageType": "Course","keyword": "excel","name": "Excel Essentials for Beginners","instructor": "Jane Smith","duration": "2h 15m","level": "Beginner","learners": "1,234,567","learnersCount": 1234567,"rating": "4.7","reviewsCount": "12,345","releaseDate": "2024-01-10","updatedDate": "N/A","language": "en","skills": "Microsoft Excel, Formulas, Data Analysis","coursesCount": "N/A","description": "Learn the basics of Excel: workbooks, formulas, functions, charts and data analysis.","logo": "https://media.licdn.com/dms/image/course-thumbnail.jpg","title": "Excel Essentials for Beginners Online Class | LinkedIn Learning, formerly Lynda.com","snippet": "Course Β· 2h 15m Β· Beginner Β· Released: 1/10/2024 Β· 1,234,567 learners. Learn the basics of Excel with Jane Smith.","source": "course page","platform": "LinkedIn Learning","displayedUrl": "www.linkedin.com βΊ learning βΊ excel-essentials-for-beginners","scrapedAt": "2026-10-18T09:12:42.548Z"}
Learning path:
{"itemId": "path:become-a-data-analyst","slug": "become-a-data-analyst","url": "https://www.linkedin.com/learning/paths/become-a-data-analyst","pageType": "Learning Path","keyword": "excel","name": "Become a Data Analyst","instructor": "N/A","duration": "22h","level": "N/A","learners": "N/A","learnersCount": "N/A","rating": "4.7","reviewsCount": "12,345","releaseDate": "N/A","updatedDate": "N/A","language": "N/A","skills": "N/A","coursesCount": "9","description": "Gain the skills to become a data analyst.","logo": "https://media.licdn.com/dms/image/path-thumbnail.jpg","title": "Become a Data Analyst Learning Path | LinkedIn Learning","snippet": "Learning Path Β· 9 courses Β· 22h. Gain the skills to become a data analyst. 4.7 (12,345 ratings)","source": "search result","platform": "LinkedIn Learning","displayedUrl": "www.linkedin.com βΊ learning βΊ paths βΊ become-a-data-analyst","scrapedAt": "2026-10-18T09:12:42.548Z"}
β FAQ
Is it legal to scrape LinkedIn Learning? This actor only collects public catalog information (course title, instructor, duration, level, descriptionβ¦) as it appears in public search engine results and public course pages. It does not log in, does not access videos, and does not collect learner data. You are responsible for using the data in compliance with applicable laws and with LinkedIn's terms.
Does it download the videos? No. Only public information about the courses β never the video content.
Why are some fields "N/A"?
Courses and learning paths do not show the same fields, and LinkedIn does not always show the full course page without login. In that case the data shown in the search results is kept (source: "search result").
Why did I get fewer courses than requested? Some keywords have few courses indexed by search engines. The actor stops automatically when no more courses exist for your search. Add more related keywords, choose Courses + Learning paths, or remove the language to get more.
Do I need a LinkedIn account or cookies? No. Just enter your keywords and run the actor β no account, no cookies.
Can I schedule it? Yes β use Apify Schedules to collect new courses weekly and send them to Google Sheets, an LMS or a webhook.
π° Pricing
Simple pay-per-result model: you only pay for the courses you collect.
Price: $9.99 per 1,000 courses π΅
β οΈ Disclaimer
This tool is not affiliated with, endorsed by, or sponsored by LinkedIn, LinkedIn Learning or LinkedIn Corporation (Microsoft).
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π« Support
π Leave us a βββββ review if you like the LinkedIn Learning Scraper! π Questions, custom needs or issues? Contact us through Apify or via ContactMinerLabs π©οΈ.