LinkedIn Data Scraping Done Right

Extract LinkedIn profile data and activity for personalized outreach. Safe, compliant, and without risking your account.

Try LeadSpark AI Free

No credit card required

What We Extract From LinkedIn

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Profile Data

  • β€’ Name and headline
  • β€’ Current company and role
  • β€’ Location
  • β€’ Profile summary
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Activity Data

  • β€’ Recent posts and articles
  • β€’ Comments and engagement
  • β€’ Shared content
  • β€’ Topics of interest

This is what makes personalization powerful

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Company Data

  • β€’ Company name and size
  • β€’ Industry
  • β€’ Recent company posts
  • β€’ Company news
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Output: AI Icebreakers

  • β€’ Personalized opening lines
  • β€’ Based on their activity
  • β€’ Ready for outreach
  • β€’ Export to CSV

How LeadSpark AI Scrapes LinkedIn

1

Upload Your Lead List

Export leads from Sales Navigator, Apollo, ZoomInfo, or any other source. Just include LinkedIn profile URLs in your CSV.

2

We Visit Each Profile

Our system safely visits each LinkedIn profile and extracts public dataβ€” profile info, recent posts, comments, and activity.

3

AI Generates Icebreakers

GPT-4o analyzes the scraped data and writes a unique, personalized icebreaker for each prospect based on their actual activity.

4

Download Your Results

Export your enriched leads with personalized icebreakers. Import into your email tool, CRM, or outreach platform.

Safe & Compliant LinkedIn Scraping

Unlike browser automation tools, LeadSpark AI doesn't put your LinkedIn account at risk.

❌ Risky Approaches

  • βœ—Browser automation (Expandi, Dux-Soup)
  • βœ—Using your personal LinkedIn session
  • βœ—Mass automated actions
  • βœ—Violating LinkedIn ToS

These can result in account restrictions or bans.

βœ“ LeadSpark AI Approach

  • βœ“Server-side data extraction
  • βœ“Your account is never touched
  • βœ“Public data only
  • βœ“GDPR compliant processing

Zero risk to your LinkedIn account.

Who Uses LinkedIn Scraping?

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SDRs & BDRs

Personalize outreach at scale without spending hours on research.

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Recruiters

Stand out from generic recruiting messages with personalized outreach.

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Agencies

Deliver personalized campaigns at scale for multiple clients.

LinkedIn Scraping Tools Compared

ToolPriceAccount RiskAI Icebreakers
LeadSpark AI$49/moNoneβœ…
Expandi$99/moHigh❌
Phantombuster$56/moMedium❌
Dux-Soup$14-55/moHigh❌
Clay$149+/moNoneβœ… (with setup)

Start Extracting LinkedIn Data Safely

Upload your leads, get personalized icebreakers based on their LinkedIn activity. No risk to your account.

No credit card required