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	4.4	112K	Pay per event
✨Mass Linkedin Profile Scraper with Email 📧 (No Cookies)	Dev Fusion	3.6	61K	Pay per event
LinkedIn Profile Scraper + Email ✅ No Cookies	HarvestAPI	4.3	45K	Pay per event
LinkedIn Profile Search Scraper No Cookies ✅ Find all people 📧	HarvestAPI	4.7	26K	Pay per event
LinkedIn Profile Posts Scraper (No Cookies)	HarvestAPI	4.8	22K	Pay per event
Profile Posts Scraper for LinkedIn [No Cookies]	API Maestro	4.8	20K	Pay per event
LinkedIn Jobs Scraper - Remove Duplicate Jobs - Pay Per Result	cheap_scraper	4.6	17K	Pay per event
Linkedin Post Search Scraper (No Cookies)	HarvestAPI	4.9	17K	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: 112K
Rating: 4.4/5
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: 61K
Rating: 3.6/5
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: 45K
Rating: 4.3/5
Pricing: Pay per event

Try it on Apify

4. 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: 26K
Rating: 4.7/5
Pricing: Pay per event

Try it on Apify

5. 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: 22K
Rating: 4.8/5
Pricing: Pay per event

Try it on Apify

6. Profile Posts Scraper for LinkedIn [No Cookies]

Scrape LinkedIn posts data for a given LinkedIn profile including post content, reactions, comments count, and media attachments

Users: 20K
Rating: 4.8/5
Pricing: Pay per event

Try it on Apify

7. 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