Linkedin Scraping Tools Compared — Which One Should You Use in 2026?

#webdev #automation #api #tools

If you need to scrape Linkedin data, there are multiple tools available. But which one should you pick? I compared the top 8 options.

Tool	Developer	Rating	Users	Pricing
Linkedin Jobs Scraper	Curious Coder	4.3	122K	Pay per event
✨Mass Linkedin Profile Scraper with Email 📧 (No Cookies)	Dev Fusion	3.5	62K	Pay per event
LinkedIn Profile Scraper + Email ✅ No Cookies	HarvestAPI	4.4	57K	Pay per event
LinkedIn Jobs Scraper - Remove Duplicate Jobs - Pay Per Result	cheap_scraper	4.6	41K	Pay per event
LinkedIn Profile Search Scraper No Cookies ✅ Find all people 📧	HarvestAPI	4.8	34K	Pay per event
LinkedIn Profile Posts Scraper (No Cookies)	HarvestAPI	4.3	28K	Pay per event
Linkedin Post Search Scraper (No Cookies)	HarvestAPI	5.0	21K	Pay per event
LinkedIn Company Employees Scraper ✅ No Cookies 📧	HarvestAPI	4.6	21K	Pay per event

Detailed Breakdown

1. Linkedin Jobs Scraper

Scrape jobs from linkedin jobs search results along with company details. Get key information to find contact info

Users: 122K
Rating: 4.3/5
Pricing: Pay per event

Try it on Apify

2. ✨Mass Linkedin Profile Scraper with Email 📧 (No Cookies)

🚀 Extract full LinkedIn profile insights: verified email 📧, phone number 📞, work history, education, and more...

Users: 62K
Rating: 3.5/5
Pricing: Pay per event

Try it on Apify

3. LinkedIn Profile Scraper + Email ✅ No Cookies

Extract detailed information from LinkedIn profiles in bulk, including complete work experience, education history, skills and more. No cookies or account required.

Users: 57K
Rating: 4.4/5
Pricing: Pay per event

Try it on Apify

4. LinkedIn Jobs Scraper | Remove Duplicate Jobs | Pay Per Result

LinkedIn Jobs Scraper | Remove Duplicate Jobs. The LinkedIn jobs scraper allows you to collect jobs in 2 ways: By providing one or more start URLs, or By entering multiple keywords, search q

Users: 41K
Rating: 4.6/5
Pricing: Pay per event

Try it on Apify

5. LinkedIn Profile Search Scraper No Cookies ✅ Find all people 📧

Search for LinkedIn profiles with filters and extract detailed profile information, including work experience, education history, location and more. No cookies or account required.

Users: 34K
Rating: 4.8/5
Pricing: Pay per event

Try it on Apify

6. LinkedIn Profile Posts Scraper (No Cookies)

Extract posts from LinkedIn profiles, including content, media, engagement, reactions, comments, and more. No cookies or account required.

Users: 28K
Rating: 4.3/5
Pricing: Pay per event

Try it on Apify

7. Linkedin Post Search Scraper (No Cookies)

Search LinkedIn Posts with advanced filters by target profiles or companies. No cookies or account required.

Users: 21K
Rating: 5.0/5
Pricing: Pay per event

Try it on Apify

8. LinkedIn Company Employees Scraper ✅ No Cookies 📧

Extract all LinkedIn Company employees with filters and detailed profile information, including complete work experience, and more. No cookies or account required. This actor can try to find contact e