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Coin

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LinkedIn Profile Scraper

Extract verified email + full LinkedIn profile data at scale — no code, no hassle.

Download sample
users311 users
runs377 runs

Trusted worldwide by the best

Export profile from LinkedIn — right now

Extract

Capture full data from any LinkedIn profile URL — jobs, education, skills, everything.

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Find Email

Find professional email addresse with ease.

Explore email finding
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Download

Export your data in an exhaustive, structured CSV format that’s ready to use.

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Built for Agents

Run it from your stack.
Or hand it to your agent.

LinkedIn Profile Scraper ships with a Python SDK, a one-line CLI and a native MCP server your agents can plug into directly — no rate limits to dodge, no bot mitigation to bypass, no parsing errors to chase down.

Read the docs
Get your API key
# install once (Python 3.10+)
pip install lobstrio

# check your token
lobstr whoami

# find the scraper
lobstr crawlers search "LinkedIn"

# one call — launch, wait, download
lobstr go linkedin-profile-scraper \
  "<any LinkedIn URL>" \
  --param max_results=200 \
  -o results.csv

165 data attributes per profile

Every scrape returns structured data you can export as CSV, JSON, or via API.

url

Direct URL to the LinkedIn profile

https://www.linkedin.com/in/david-shibley
Export Profile
Public Identifier

LinkedIn public profile slug used in the profile URL

david-shibley
Export Profile
First Name

First name of the LinkedIn member

David
Export Profile
Last Name

Last name of the LinkedIn member

Shibley
Export Profile
Full Name

Full name of the LinkedIn member

David Shibley
Export Profile
email

Email address found or enriched for this LinkedIn member

dave@melcap.com
Email Enrichment
Email Status

Validation status of the email address (e.g. valid, risky, invalid)

valid
Email Enrichment
headline

Professional headline shown below the name on the LinkedIn profile

Vice President of Business Strategy at Cassidy Advertising
Export Profile
description

About or summary text from the LinkedIn profile

With over 5 years of professional client services experience, currently serving as Vice President of Business Strategy at Cassidy Advertising & Consulting, contributing to strategic planning and client engagement. Committed to fostering collaborative growth and aligning strategies to advance organizational goals. Past roles as Investment Banking Associate and Staff Accountant honed expertise in financial data analysis, reporting, and deal structuring. Skilled in business strategy, client relations, and leveraging insights and analytics for impactful outcomes.
Export Profile
location

Location shown on the LinkedIn profile

Cleveland, Ohio, United States
Export Profile
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Fast

10 profile per minute
Lightning-fast performance

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Safe

0% account bans
Smart throttling that respects limits

Safety details
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Cost-competitive

$0.5 per 1000 profile
Top affordability worldwide

Live

Built to run.

Most scrapers break in silence. This one doesn't — and we show it, openly.

97.42%

incident-free runs · last 90 days

16
incidents · 90 days
100%
resolved
2787 min
median time to fix
90 days agoToday
Operational
Degraded
Down
Resolved incident
Open incident
How we measure →

Tracked from every run. Incidents stay on the record even after they're fixed.

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 profile data?

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.

Can my LinkedIn account get banned for scraping profiles?

Not with lobstr.io. We respect LinkedIn’s rate limits to keep your account safe. No risky hacks. Learn more about staying under the radar in this guide.

How do I extract emails from LinkedIn profiles?

lobstr.io handles it for you. We find verified business emails using our email discovery service and attach them directly to each scraped profile.

Do I need to provide my LinkedIn login credentials?

No. lobstr.io syncs via a Chrome extension and uses session cookies, not your password. We never store your credentials. More info in this guide.

What kind of data can I extract from a profile?

You can export 50+ attributes: jobs, educations, skills, industry, photos, interests, followers, featured posts, verified emails, and more. Everything publicly visible on the profile.

How many profiles can I scrape daily per account?

Up to 100 profiles per day per account, but we recommend staying around 80/day for maximum safety. See details in our LinkedIn limits guide.

Why can’t I scrape more profiles per day?

LinkedIn enforces strict rate limits on profile views. Scraping over 80–100 profiles/day risks triggering protections. Add more accounts to scale safely.

How accurate are the emails found by lobstr.io?

Over 97% of emails we find are verified, so your bounce rate stays under 3%. This guarantees high deliverability and better outreach performance. More info here.

Ready to get started?

Export your first profile for free.

Contact sales