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LinkedIn Leads Scraper

Scrape all leads from LinkedIn People Search with 98 data points — verified emails included

Download sample
users42 users
runs478 runs

Trusted worldwide by the best

Export leads from LinkedIn — right now

Extract

Feed any LinkedIn people search URL and get a full leads export: 98 fields per profile, jobs, education, skills, interests and verified emails.

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Schedule

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

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Export

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

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Built for Agents

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

LinkedIn Leads 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-leads-scraper \
  "https://www.linkedin.com/search/results/people/?keywords=lobstr&origin=CLUSTER_EXPANSION" \
  -o results.csv

98 data attributes per lead

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

url

Direct URL to the LinkedIn profile

https://www.linkedin.com/in/williamhgates
Export Leads
Public Identifier

LinkedIn public profile slug used in the profile URL

williamhgates
Export Leads
First Name

First name of the LinkedIn member

Bill
Export Leads
Last Name

Last name of the LinkedIn member

Gates
Export Leads
Full Name

Full name of the LinkedIn member

Bill Gates
Export Leads
email

Email address found or enriched for this LinkedIn member

bill@microsoft.com
Email Enrichment
Email Status

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

valid
Email Enrichment
headline

LinkedIn headline / job title of the member

Co-chair, Bill & Melinda Gates Foundation
Export Leads
description

LinkedIn profile summary / about section

Sharing things I'm learning through my foundation work and other interests.
Scrape Profile Details
location

Geographic location of the LinkedIn member

Seattle, Washington, United States
Export Leads
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Fast

1 lead per minute
Steady, account-safe pace

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Solid

99.95% task success rate
Dependable, reliable data every time

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Cost-competitive

$0.5 per 1000 leads
Top affordability worldwide

Live

Built to run.

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

97.69%

incident-free runs · last 90 days

9
incidents · 90 days
100%
resolved
184 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 search results?

Yes — scraping publicly accessible data is fully legal as long as you have lawful access and extract it in a non-substantial way. For details, see our legality of web scraping guide.

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. How account sync works.

Can my LinkedIn account get banned?

Not with lobstr.io. We strictly respect LinkedIn's rate limits to keep your account safe — no risky hacks. See our ban avoidance guide.

What data do you extract from each lead?

You get 98 attributes per profile: full name, headline, location, industry, connection degree, connections and follower counts, full job history (up to 10), education (up to 10), skills, interests, groups, featured posts, profile and background pictures — plus verified email when enrichment is on.

How do you find verified emails?

We find them for you via our email discovery service. Flip PARAM EMAIL ENRICHMENT on and every scraped lead comes with a verified business email and status. Over 97% accuracy, bounce rate under 3%.

What input does it accept?

Any LinkedIn people search URL. Apply your filters directly on LinkedIn — keywords, location, industry, school, company, connection degree — then paste the URL. We scrape every matching result.

How many leads can I scrape per day?

It depends on your LinkedIn account type: 10 searches per day on Basic, up to 200 on Premium (1 search = 1 page of people results). Add more accounts to scale safely. Full breakdown in our LinkedIn limits guide.

Can I cap results per search?

Yes — use the Max Results parameter. Set a value like 50 or 100 and the scraper stops once that many leads are collected per search. Ideal for testing or targeted outreach batches.

Can I skip profile enrichment to go faster?

Yes. Turn PARAM SCRAPE PROFILE DETAILS off to pull only search-level data (name, headline, location, URL). Leave it on to get the full jobs, education, skills and featured posts for every lead.

How fast is it?

We process 1 enriched profile per minute per synced account. Slow and steady keeps LinkedIn happy — sync more accounts to scale throughput safely.

Ready to get started?

Export your first leads for free.

Book a demo