3
free
LinkedIn Profile & Email Scraper (No Login)
Extract all data from any LinkedIn profile, no login needed — 200+ data points & verified emails.
Download sample
Trusted worldwide by the best
Export profiles from LinkedIn — right now
Extract
Capture 200+ data points from any list of LinkedIn profile URLs — jobs, education, skills, certifications, languages, and verified emails — no login required.
Schedule
Automate Instagram data collection on daily, weekly, or monthly schedules.
Export
Export all Reel data to Google Sheets, email, or S3 — fully automated.
43 data attributes per profile
Every scrape returns structured data you can export as CSV, JSON, or via API.
Fast
20 profiles per minute
Lightning-fast performance
Solid
99.95% task success rate
Dependable, reliable data every time
Cost-competitive
$1.5 per 1000 profiles
Top affordability worldwide
Simulator plan
Trusted by the best
Used obsessively by the data-hungry around the world
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Frequently Asked Questions
Is it legal to scrape LinkedIn profiles?
Yes! Scraping public data is fully legal as long as you have lawful access to the information and you extract it in a non-substantial way. For detailed guidance, see our legality of web scraping blog.
Do I need to log in or sync a LinkedIn account?
No login required. This crawler runs cookieless — no Chrome extension, no account sync, no credentials. Just paste your profile URLs and start scraping.
What data can I extract from a profile?
200+ data points per profile. Full name, headline, summary, location, industry, every job and education entry, skills, certifications, courses, projects, publications, honors, languages, volunteer experience, photos, and verified emails — everything publicly visible.
Is there any data this scraper does not collect?
Yes — a few fields require a logged-in session, which this version doesn't use. It does not collect recommendations, connection count, follower count, open-to-work/hiring signals, or verified status, since that data isn't available without logging in. Need those? Use our LinkedIn Profile Scraper, which syncs your account.
How do I get verified emails?
Just flip the email enrichment toggle on. Lobstr.io then finds verified business emails through our email discovery service and attaches them to each scraped profile. It's optional — leave it off if you only need profile data.
How accurate are the emails?
Over 97% of the emails we find are verified, so your bounce rate stays under 3%. That means high deliverability and better outreach performance.
What do I provide as input?
A list of LinkedIn profile URLs. Paste one or thousands of
linkedin.com/in/... links and you'll get the full data set back for each profile.How many profiles can I scrape per day?
No per-account daily cap. Since there's no login, you're not bound by LinkedIn's per-account view limits — scrape at volume within fair-use. Add more capacity to go bigger.
How fast is the scraper?
Up to 20 profiles per minute. Run it in the cloud and it keeps going while you work on something else.
What export formats are supported?
CSV, Excel, JSON, or direct push to Google Sheets — plus the lobstr.io API for full automation. Pick whatever fits your workflow.