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LinkedIn Profile Scraper

Name: LinkedIn Profile Scraper
Author: lobstr.io

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

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153 users

81 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.

Find Email

Find professional email addresse with ease.

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

165 data attributes per result

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

IDAttributeDescriptionEXAMPLEFUNCTION

url

URL

https://www.linkedin.com/in/florentdarrault/

Export Profile

public identifier

Public profile identifier

florentdarrault

Export Profile

first name

First name

Florent

Export Profile

last name

Last name

Darrault

Export Profile

full name

Full name

Florent Darrault

Export Profile

headline

Profile headline

CMO @ Supervan / ex-CMO @ CaptainTrain - Trainline

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description

Description text

I have over 15 years of experience in the marketing field...

Export Profile

location

Location

Paris, Île-de-France, France

Export Profile

industry

Industry

Marketing and Advertising

Export Profile

vmid

Vehicle management identifier

123456789

Export Profile

sales nav url

Sales Navigator profile URL

https://www.linkedin.com/sales/people/123456789

Export Profile

connection degree

Degree of LinkedIn connection

Export Profile

connections url

Connections page URL

https://www.linkedin.com/search/results/people/?facetConnectionOf=%5B%22123456789%22%5D&facetNetwork=%5B%22F%22%2C%22S%22%5D&origin=MEMBER_PROFILE_CANNED_SEARCH

Export Profile

mutual connections url

Mutual connections page URL

https://www.linkedin.com/search/results/people/?facetNetwork=%5B%22F%22%5D&facetConnectionOf=%5B%22123456789%22%5D&origin=MEMBER_PROFILE_CANNED_SEARCH&RESULT_TYPE=PEOPLE

Export Profile

mutual connections text

Description of mutual connections

15 mutual connections

Export Profile

picture url

Picture URL

https://media-exp1.licdn.com/dms/image/C4E03AQFcNZjHrkjg6g/profile-displayphoto-shrink_800_800/0/1608288464231?e=1655337600&v=beta&t=BPSKlBI22RUFNipK5vthV0xDPsXo3uqBq2FrximxZIk

Export Profile

background picture url

Background image URL

https://media.licdn.com/dms/image/v2/D4E16AQHT-3YHlopcZg/profile-displaybackgroundimage-shrink_350_1400/0/1749111576034?e=1764201600&v=beta&t=whLifZ3gQr2sIcieAH75F5I3mPAZKxlNaRFcY9qJiP0

Export Profile

is creator

Whether user is a content creator

False

Export Profile

open to work

Whether profile has Open to Work badge

false

Export Profile

num connections

Number of LinkedIn connections

500

Export Profile

num followers

Number of followers

1234

Export Profile

skills

Listed skills

["Strategic Planning","Marketing Strategy","Digital Marketing","Brand Management"]

Export Profile

job 1

First job

{"title":"Chief Marketing Officer & Customer eXperience","description":"SUPERVAN offers express freight transport by truck...","location":"Paris, Île-de-France, France","start_year":2020,"start_month":1,"end_year":null,"end_month":null,"company_name":"Supervan","company_url":"https://www.linkedin.com/company/10514309/","company_logo":"https://media.licdn.com/dms/image/v2/C4E0BAQHKrsR3vdEA0w/company-logo_400_400/0/1663740567834?e=1764201600&v=beta&t=qE_x6_xL2LAd9bKVIBxM5OXTUQnUGuPQiHqeK03EW8M"}

Export Profile

job 2

Second job

{}

Export Profile

job 3

Third job

{}

Export Profile

job 4

Fourth job

{}

Export Profile

job 5

Fifth job

{}

Export Profile

job 6

Sixth job

{}

Export Profile

job 7

Seventh job

{}

Export Profile

job 8

Eighth job

{}

Export Profile

job 9

Ninth job

{}

Export Profile

job 10

Tenth job

{}

Export Profile

job 1 title

First job title

Chief Marketing Officer & Customer eXperience

Export Profile

job 1 description

First job description

SUPERVAN offers express freight transport by truck...

Export Profile

job 1 location

First job location

Paris, Île-de-France, France

Export Profile

job 1 start year

First job start year

2020

Export Profile

job 1 start month

First job start month

Export Profile

job 1 end year

First job end year

—

Export Profile

job 1 end month

First job end month

—

Export Profile

job 1 company name

First job company name

Supervan

Export Profile

job 1 company url

First job company url

https://www.linkedin.com/company/10514309/

Export Profile

job 1 company logo

First job company logo

https://media.licdn.com/dms/image/v2/C4E0BAQHKrsR3vdEA0w/company-logo_400_400/0/1663740567834

Export Profile

job 2 title

Second job title

—

Export Profile

job 2 description

Second job description

—

Export Profile

job 2 location

Second job location

—

Export Profile

job 2 start year

Second job start year

—

Export Profile

job 2 start month

Second job start month

—

Export Profile

job 2 end year

Second job end year

—

Export Profile

job 2 end month

Second job end month

—

Export Profile

job 2 company name

Second job company name

—

Export Profile

job 2 company url

Second job company url

—

Export Profile

job 2 company logo

Second job company logo

—

Export Profile

job 3 title

Third job title

—

Export Profile

job 3 description

Third job description

—

Export Profile

job 3 location

Third job location

—

Export Profile

job 3 start year

Third job start year

—

Export Profile

job 3 start month

Third job start month

—

Export Profile

job 3 end year

Third job end year

—

Export Profile

job 3 end month

Third job end month

—

Export Profile

job 3 company name

Third job company name

—

Export Profile

job 3 company url

Third job company url

—

Export Profile

job 3 company logo

Third job company logo

—

Export Profile

job 4 title

Fourth job title

—

Export Profile

job 4 description

Fourth job description

—

Export Profile

job 4 location

Fourth job location

—

Export Profile

job 4 start year

Fourth job start year

—

Export Profile

job 4 start month

Fourth job start month

—

Export Profile

job 4 end year

Fourth job end year

—

Export Profile

job 4 end month

Fourth job end month

—

Export Profile

job 4 company name

Fourth job company name

—

Export Profile

job 4 company url

Fourth job company url

—

Export Profile

job 4 company logo

Fourth job company logo

—

Export Profile

job 4 title

Fourth job title

—

Export Profile

job 4 description

Fourth job description

—

Export Profile

job 4 location

Fourth job location

—

Export Profile

job 4 start year

Fourth job start year

—

Export Profile

job 4 start month

Fourth job start month

—

Export Profile

job 4 end year

Fourth job end year

—

Export Profile

job 4 end month

Fourth job end month

—

Export Profile

job 4 company name

Fourth job company name

—

Export Profile

job 4 company url

Fourth job company url

—

Export Profile

job 4 company logo

Fourth job company logo

—

Export Profile

job 5 title

Fifth job title

—

Export Profile

job 5 description

Fifth job description

—

Export Profile

job 5 location

Fifth job location

—

Export Profile

job 5 start year

Fifth job start year

—

Export Profile

job 5 start month

Fifth job start month

—

Export Profile

job 5 end year

Fifth job end year

—

Export Profile

job 5 end month

Fifth job end month

—

Export Profile

job 5 company name

Fifth job company name

—

Export Profile

job 5 company url

Fifth job company url

—

Export Profile

job 5 company logo

Fifth job company logo

—

Export Profile

job 6 title

Sixth job title

—

Export Profile

job 6 description

Sixth job description

—

Export Profile

job 6 location

Sixth job location

—

Export Profile

job 6 start year

Sixth job start year

—

Export Profile

job 6 start month

Sixth job start month

—

Export Profile

job 6 end year

Sixth job end year

—

Export Profile

job 6 end month

Sixth job end month

—

Export Profile

100

job 6 company name

Sixth job company name

—

Export Profile

101

job 6 company url

Sixth job company url

—

Export Profile

102

job 6 company logo

Sixth job company logo

—

Export Profile

103

job 7 title

Seventh job title

—

Export Profile

104

job 7 description

Seventh job description

—

Export Profile

105

job 7 location

Seventh job location

—

Export Profile

106

job 7 start year

Seventh job start year

—

Export Profile

107

job 7 start month

Seventh job start month

—

Export Profile

108

job 7 end year

Seventh job end year

—

Export Profile

109

job 7 end month

Seventh job end month

—

Export Profile

110

job 7 company name

Seventh job company name

—

Export Profile

111

job 7 company url

Seventh job company url

—

Export Profile

112

job 7 company logo

Seventh job company logo

—

Export Profile

113

job 8 title

Eighth job title

—

Export Profile

114

job 8 description

Eighth job description

—

Export Profile

115

job 8 location

Eighth job location

—

Export Profile

116

job 8 start year

Eighth job start year

—

Export Profile

117

job 8 start month

Eighth job start month

—

Export Profile

118

job 8 end year

Eighth job end year

—

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119

job 8 end month

Eighth job end month

—

Export Profile

120

job 8 company name

Eighth job company name

—

Export Profile

121

job 8 company url

Eighth job company url

—

Export Profile

122

job 8 company logo

Eighth job company logo

—

Export Profile

123

job 9 title

Ninth job title

—

Export Profile

124

job 9 description

Ninth job description

—

Export Profile

125

job 9 location

Ninth job location

—

Export Profile

126

job 9 start year

Ninth job start year

—

Export Profile

127

job 9 start month

Ninth job start month

—

Export Profile

128

job 9 end year

Ninth job end year

—

Export Profile

129

job 9 end month

Ninth job end month

—

Export Profile

130

job 9 company name

Ninth job company name

—

Export Profile

131

job 9 company url

Ninth job company url

—

Export Profile

132

job 9 company logo

Ninth job company logo

—

Export Profile

133

job 10 title

Tenth job title

—

Export Profile

134

job 10 description

Tenth job description

—

Export Profile

135

job 10 location

Tenth job location

—

Export Profile

136

job 10 start year

Tenth job start year

—

Export Profile

137

job 10 start month

Tenth job start month

—

Export Profile

138

job 10 end year

Tenth job end year

—

Export Profile

139

job 10 end month

Tenth job end month

—

Export Profile

140

job 10 company name

Tenth job company name

—

Export Profile

141

job 10 company url

Tenth job company url

—

Export Profile

142

job 10 company logo

Tenth job company logo

—

Export Profile

143

education 1

First education

{"description":"Schelling & Granovetter models, Markov processes...","school_name":"University of Michigan","activities":"","grade":"","start_year":2016,"end_year":2016,"field_of_study":"Certificate, Model Thinking","school_urn":"urn:li:fsd_school:2516","school_logo":"https://media.licdn.com/dms/image/v2/D560BAQGF_VcfqPKMZA/company-logo_400_400/0/1630633421585?e=1764201600&v=beta&t=ugXrpR_wSMBWTAkf5QirYphPkBnc-z6SyYY90zHPl2o"}

Export Profile

144

education 2

Second education

{}

Export Profile

145

education 3

Third education

{}

Export Profile

146

education 4

Fourth education

{}

Export Profile

147

education 5

Fifth education

{}

Export Profile

148

education 6

Sixth education

{}

Export Profile

149

education 7

Seventh education

{}

Export Profile

150

education 8

Eighth education

{}

Export Profile

151

education 9

Ninth education

{}

Export Profile

152

education 10

Tenth education

{}

Export Profile

153

interests companies

Companies the user follows

[{"company_id":"10514309","company_url":"https://www.linkedin.com/company/10514309/","company_logo":"https://media.licdn.com/dms/image/...","is_following":true,"follower_count":5000}]

Export Profile

154

interests groups

LinkedIn groups the user belongs to

[{"group_id":"123456","group_url":"https://www.linkedin.com/groups/123456/","group_name":"Marketing Professionals","group_logo":"https://media.licdn.com/dms/image/..."}]

Export Profile

155

featured 1

First featured

{"post_url":"https://www.linkedin.com/feed/update/urn:li:activity:7395879857496145920?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7395879857496145920%29","post_urn":"urn:li:activity:7395879857496145920","num_likes":156,"num_comments":12,"text":"With MAAB INNOVATION LLC team we won 2nd place in CBU Coding Challenge. Thanks to Central Bank of Uzbekistan, The Ministry of Digital Technologies of the Republic of Uzbekistan and IT PARK Uzbekistan for organizing such a coding challenge, and giving an opportunity to work on a real credit scoring production dataset. Well done all teams, (especially #DataVision team, learned a lot from your 15+ Ensembled models :) Thanks to our mentors Azatov Hikmatyor and Jurabek Pirnazarov for preparing us to this challenge! And thanks to MAAB INNOVATION LLC for teaching us ML and Data Science! #hackathon #coding #challenge #creditscoring #model #ml #dl #ai #finance #fintech #startup #teamwork"}

Export Profile

156

featured 2

Second featured

{"post_url":"https://www.linkedin.com/feed/update/urn:li:activity:7395776680495185920?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7395776680495185920%29","post_urn":"urn:li:activity:7395776680495185920","num_likes":110,"num_comments":5,"text":"With MAAB INNOVATION LLC team participated in CBU Coding Challenge and build Credit Scoring model. We got really dirty dataset, full of nulls and unstructured features, imbalanced target class (like in real life :) After cleaning and normalizing the dataset, we tried CatBoost / LightGBM / XGBoost and NeuralNetwork models. The best ROC AUC score we got with XGBoost (0.81) Hope we can win ✊ Thanks to my mentors Azatov Hikmatyor, Jurabek Pirnazarov and Javdat Umarov #hackathon #ml #dl #ai #datascience #scoring #creditscoring #bank #startup"}

Export Profile

157

featured 3

Third featured

{"post_url":"https://www.linkedin.com/feed/update/urn:li:activity:7358807378928013312?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7358807378928013312%29","post_urn":"urn:li:activity:7358807378928013312","num_likes":124,"num_comments":1,"text":"Team building with Numeo startup team in Khumson #startup #team #ai #agent #model #llm #holiday #dev #nature #productivity #uzbekistan #social #CTO #COO #Avengers #Squadron #Updater #logistics"}

Export Profile

158

featured 4

Fourth featured

{"post_url":"https://www.linkedin.com/feed/update/urn:li:activity:7170109644047167488?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7170109644047167488%29","post_urn":"urn:li:activity:7170109644047167488","num_likes":135,"num_comments":16,"text":"We won 3rd Place in Startup Weekend Central Asia. Will tell you more about ContentAI in next posts ) Startup Weekend Uzbekistan, OQ Mobile, Alif Uzbekistan, New Uzbekistan University, Uzum, C-Space - Coworking/Коворкинг в Ташкенте, ISIC - International Student Identity Card #hackathon #startupweekend #entrepreneurship #innovation #techstartup #contentcreation #AItechnology #businessdevelopment #teamwork #awardwinning #CentralAsia #startupsuccess #contentmarketing #digitaltransformation #creativeideas #networking"}

Export Profile

159

featured 5

Fifth featured

{"post_url":"https://www.linkedin.com/feed/update/urn:li:activity:7352924053378129921?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7352924053378129921%29","post_urn":"urn:li:activity:7352924053378129921","num_likes":129,"num_comments":7,"text":"my roommate paid $500 to learn Logistics dispatcher course for 3 month. he reached intern stage couldn't find job in Tashkent and went back to Region with AI, me (complete green) with NO experience in logistics or dispatch processing 30-50 emails & calls every day key takeaway: • become smart student • no need to pay $500 just to learn without any practical skill • with just $20-30 you can leverage AI p.s: i'm not advertising any company, just want to share knowledge on how to use AI. #ai #product #startup #smart #productivity #logistics #dispatch #trucking #ml #agent #knowledge"}

Export Profile

160

jobs

Work experience history

[{"title":"Chief Marketing Officer & Customer eXperience","description":"SUPERVAN offers express freight transport by truck...","location":"Paris, Île-de-France, France","start_year":2020,"start_month":1,"end_year":null,"end_month":null,"company_name":"Supervan","company_url":"https://www.linkedin.com/company/10514309/","company_logo":"https://media.licdn.com/dms/image/v2/C4E0BAQHKrsR3vdEA0w/company-logo_400_400/0/1663740567834?e=1764201600&v=beta&t=qE_x6_xL2LAd9bKVIBxM5OXTUQnUGuPQiHqeK03EW8M"}]

Export Profile

161

educations

Education history

[{"description":"Schelling & Granovetter models, Markov processes...","school_name":"University of Michigan","field_of_study":"Certificate, Model Thinking","school_logo":"https://media.licdn.com/dms/image/v2/D560BAQGF_VcfqPKMZA/company-logo_400_400/0/1630633421585?e=1764201600&v=beta&t=ugXrpR_wSMBWTAkf5QirYphPkBnc-z6SyYY90zHPl2o","school_urn":"urn:li:fsd_school:2516","start_year":2016,"end_year":2016,"activities":"","grade":""}]

Export Profile

162

functions

Enabled functions or features

[]

Export Profile

163

scraping time

Time of data collection

2025-11-21T20:14:05Z

Export Profile

Email address

info@example.com

Email Enrichment

email status

Email status

valid

Email Enrichment

Fast

10 profile per minute
Lightning-fast performance

Safe

0% account bans
Smart throttling that respects limits

Safety details

Cost-competitive

$1 per 1000 profile
Top affordability worldwide

Simulator plan

Trusted by the best

Used obsessively by the data-hungry around the world

5,000+ data nerds are scraping from the internet every day, using our solid 1-click data scraping powerhouses. Collect data at massive scale with seamless integration. Join the crowd.

★★★★★

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.

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