Open source
JobSpy (speedyapply/JobSpy)
Python scraper for LinkedIn, Indeed, Glassdoor & more job boards at once.
JobsSearch results
- Pricing
- Free
- Your account?
- Not needed
- GitHub
- ★ 3.7K
- Last commit
- 4 months ago
Live data · 18 tools trackedEvery LinkedIn scraper,
Every LinkedIn scraper,
compared honestly.
Filter 18 tools by what they extract, pricing and ban risk. Open-source entries show live GitHub stats, so you never trust a dead repo.
18
tools tracked
8
low ban-risk
5
open source
Jun 25
data refreshed
Showing 18 of 18 tools
Medium risk
Open source
spinlud/py-linkedin-jobs-scraper
Scrapes publicly listed LinkedIn jobs with a headless browser.
JobsSearch results
- Pricing
- Free
- Your account?
- Not needed
- GitHub
- ★ 485
- Last commit
- 1 year ago ⚠
Low risk
Bulk profile + company extraction from a list of URLs or search terms.
ProfilesCompaniesSearch results
- Pricing
- ~$10 / 1k profiles
- Your account?
- Not needed
Low risk
Job listings by keyword, location and filters at scale.
JobsSearch results
- Pricing
- pay per result
- Your account?
- Not needed
Low risk
Search and extract profiles by title, company and location, no login.
ProfilesSearch results
- Pricing
- ~$3–$10 / 1k
- Your account?
- Not needed
Low risk
Enterprise-grade, compliant API returning structured public data, no login.
ProfilesCompaniesJobsPosts
- Pricing
- ~$0.05 / record
- Your account?
- Not needed
SaaS
Apify
Marketplace + platform of ready-made LinkedIn scraping actors.
ProfilesCompaniesJobsSearch resultsPosts
- Pricing
- $0 (free credits)
- Your account?
- Not needed
SaaS
Wiza
Turns LinkedIn / Sales Navigator searches into verified emails.
ProfilesEmailsSales Navigator
- Pricing
- $0 (limited)
- Your account?
- Not needed
API
Lix
LinkedIn data + email API and browser extension.
ProfilesEmailsCompaniesSearch results
- Pricing
- $0 (trial)
- Your account?
- Not needed
Low risk
Simple pay-as-you-go API for profile and company data.
ProfilesCompanies
- Pricing
- from ~$40/mo
- Your account?
- Not needed
Open source
joeyism/linkedin_scraper
Popular Python/Selenium library for scraping profiles, companies and jobs.
ProfilesCompaniesJobs
- Pricing
- Free
- Your account?
- Required
- GitHub
- ★ 4.3K
- Last commit
- 3 months ago
Open source
pratik-dani/LinkedIn-Scraper
HTTP-based scraper that skips Selenium/Puppeteer entirely.
ProfilesCompanies
- Pricing
- Free
- Your account?
- Required
- GitHub
- ★ 136
- Last commit
- 6 months ago
Extension
Evaboot
Exports & cleans Sales Navigator lists, then finds emails.
ProfilesEmailsSales Navigator
- Pricing
- ~$9/mo + credits
- Your account?
- Required
Extension
Skrapp
B2B email finder with a LinkedIn extension.
EmailsProfiles
- Pricing
- $0 (limited)
- Your account?
- Required
SaaS
Captain Data
No-code data automation platform with LinkedIn workflows.
ProfilesCompaniesSearch resultsSales Navigator
- Pricing
- custom / from ~$399/mo
- Your account?
- Required
Open source
drissbri/linkedin-scraper
Selenium + FastAPI REST API for profile and company data.
ProfilesCompanies
- Pricing
- Free
- Your account?
- Required
- GitHub
- ★ 39
- Last commit
- 5 months ago
SaaS
PhantomBuster
Cloud automation that chains scraping with outreach actions.
ProfilesCompaniesSearch resultsSales Navigator
- Pricing
- ~$69/mo
- Your account?
- Required
Extension
Linked Helper
Desktop app automating outreach and profile scraping.
ProfilesCompaniesSearch results
- Pricing
- ~$15/mo
- Your account?
- Required