icon (1).svg
Coin

3

free
new

LinkedIn Profile & Email Scraper (No Login)

Extract all data from any LinkedIn profile, no login needed200+ 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.

feature1.svg

Schedule

Automate Instagram data collection on daily, weekly, or monthly schedules.

image

Export

Export all Reel data to Google Sheets, email, or S3 — fully automated.

image

43 data attributes per profile

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

Full Name

First + last name concatenated.

Bill Gates
Export Profiles
First Name

First name on the profile.

Bill
Export Profiles
Last Name

Last name on the profile.

Gates
Export Profiles
email

Email found via Lobstr.io's enrichment service (when Email Enrichment is enabled). Costs 9 credits per email found.

bill@gatesfoundation.org
Export Profiles
Email Status

Validation status of the enriched email (valid, risky, etc.).

valid
Export Profiles
headline

Profile headline (the short tagline shown under the name).

Co-chair, Bill & Melinda Gates Foundation
Export Profiles
summary

Full About / summary section of the profile.

Co-chair of the Bill & Melinda Gates Foundation…
Export Profiles
Top Skills

First few skill names joined with ' • ' (matches competitor's topSkills shape).

Pharmacology • Patient Counseling
Export Profiles
Location Name

Human-readable location string from the profile.

Seattle, Washington, United States
Export Profiles
Country Code

ISO country code resolved from geoLocation.

US
Export Profiles
Industry Name

Resolved Industry name from industryUrn.

Pharmaceutical Manufacturing
Export Profiles
positions

List of work positions: title, company, location, employment type, dates, description, company logo.

[]
Export Profiles
educations

List of educations: school, degree, field of study, dates, description, school logo.

[]
Export Profiles
skills

List of skills with their name and entity URN.

[]
Export Profiles
certifications

List of certifications: name, issuer, license number, dates, url, issuer logo.

[]
Export Profiles
courses

List of courses: name, course number, school association.

[]
Export Profiles
projects

List of projects: title, description, url, dates.

[]
Export Profiles
publications

List of publications: name, publisher, description, url, published date.

[]
Export Profiles
Honors And Awards

List of honors and awards: title, issuer, description, issued date.

[]
Export Profiles
organizations

Organizations / clubs / professional bodies the member is affiliated with.

[
  {
    "name": "Forum ENSAE Paristech",
    "position_held": "Treasurer",
    "description": "…",
    "date_range": {}
  }
]
Export Profiles
Test Scores

Standardized test scores listed on the profile (e.g. TOEFL, TOEIC, GMAT, GRE).

[
  {
    "name": "TOEFL IBT",
    "score": "111/120",
    "date": {
      "year": 2019,
      "month": 10
    },
    "description": null
  }
]
Export Profiles
languages

List of languages: name and proficiency level.

[]
Export Profiles
Volunteer Experiences

List of volunteer experiences: role, organization, cause, description, dates.

[]
Export Profiles
Volunteer Causes

List of volunteer cause codes the member supports.

[
  "HEALTH",
  "ANIMAL_WELFARE"
]
Export Profiles
Profile Picture Url

Direct URL to the highest-resolution profile picture available.

Export Profiles
Background Image Url

Direct URL to the largest cover/background image available.

Export Profiles
Featured Items

Items in the profile's Featured section: posts, articles, links, photos.

[
  {
    "title": "…",
    "description": "…",
    "provider_name": "Vogue",
    "url": "…",
    "image_url": "…"
  }
]
Export Profiles
Linkedin Url

Public LinkedIn profile URL derived from the slug.

Export Profiles
slug

Public LinkedIn profile identifier (slug from /in/<slug>/).

williamhgates
Export Profiles
Entity Urn

LinkedIn fsd_profile entity URN for the member.

urn:li:fsd_profile:ACoAACLevxsBfWQoDUYkHyCP2jzl81cDAvckQEI
Export Profiles
Object Urn

Stable numeric member URN.

urn:li:member:585023259
Export Profiles
premium

Whether the member has LinkedIn Premium.

False
Export Profiles
influencer

Whether the member is a LinkedIn Influencer.

False
Export Profiles
Is Creator

Whether the profile has Creator Mode enabled.

False
Export Profiles
Show Premium Subscriber Badge

Whether the premium badge is shown on the profile.

False
Export Profiles
memorialized

Whether the profile is memorialized (deceased).

False
Export Profiles
Member Distance

Connection distance from the scraping account (DISTANCE_1, DISTANCE_2, DISTANCE_3, OUT_OF_NETWORK, SELF).

OUT_OF_NETWORK
Export Profiles
Primary Locale

Profile's primary display locale code (e.g. en_US, fr_FR).

en_US
Export Profiles
Supported Locales

All locales supported on the profile, list of {country, language}.

[
  {
    "country": "US",
    "language": "en"
  }
]
Export Profiles
Multi Locale Headline

Headline per supported locale, list of {headline, locale}.

[
  {
    "headline": "Co-chair, Bill & Melinda Gates Fo…
    "locale": "en_US"
  }
]
Export Profiles
Multi Locale Summary

Summary/about per supported locale, list of {summary, locale}.

[
  {
    "summary": "Co-chair…",
    "locale": "en_US"
  }
]
Export Profiles
More Profiles

Recommended/related profiles surfaced in the same response (entityUrn, slug, name, headline).

[]
Export Profiles
Scraping Time

UTC timestamp when the profile was scraped.

May 6, 2026
Export Profiles
image

Fast

20 profiles per minute
Lightning-fast performance

image

Solid

99.95% task success rate
Dependable, reliable data every time

image

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

★★★★★
★★★★★
★★★★★
★★★★★
★★★★★
★★★★★

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.

Ready to get started?

Export your first profiles for free.

Contact sales