Get the best GTM dealsView deals
  • Agency
  • Learn
  • Blog
  • Agency
  • Learn
  • Blog
  • Get in touch
All there is to know about the latest prospecting techniques

Product

AgencyAccelerator ProgramInboxes

Ressources

AI Sales ToolsSales ToolsAI AgentsData SourcesLinkedIn ToolsAI Marketing ToolsEmail FinderMobile FinderBlogWe're Hiring

Get In Touch

[email protected]
@MichLieben
Michel Lieben
@MichLieben
Contact us
Clay Expert ColdIQ BadgeEnterprise Partner ColdIQ Badge
Copyright 2025 © ColdIQ LLC.
PrivacyTerms
All rights reserved.
  1. Home
  2. SALES TOOLS
  3. LinkedIn Scraping

Best LinkedIn Scraping Tools

LinkedIn scraping tools pull public information from LinkedIn profiles and company pages automatically. Sales teams use them to build prospect lists without copying and pasting hundreds of profiles manually. A recruiter might extract LinkedIn contacts from a search for "software engineers in Austin" and get a spreadsheet with names, current companies, and job titles in minutes instead of hours. The technology runs through headless browsers and proxy networks that rotate IP addresses to avoid getting blocked. When you extract LinkedIn contacts, the tool renders LinkedIn pages in the background, grabs the data you need, and outputs it as structured information like CSV files or JSON. LinkedIn data extraction tools can pull details like job titles, company names, locations, and sometimes find email addresses on LinkedIn profiles where they're publicly visible. These differ from basic web scrapers because they're built specifically for LinkedIn's layout and data structure. A generic scraper gives you messy HTML code, but LinkedIn scraping tools organize everything into clean fields like "Current Position" and "Company Size." Many integrate directly with CRM systems, so the contact data flows straight into your sales pipeline without manual importing. Businesses use them for tasks like building targeted prospect lists, sourcing candidates for open positions, and researching competitors' employees. Sales teams export LinkedIn search results to fuel their outreach campaigns, while recruiters pull profiles of people with specific skills or experience. Marketing teams extract attendee lists from LinkedIn events to follow up with potential leads. As LinkedIn continues adding more professional data, these tools will likely become standard equipment for any team that needs to find and connect with specific types of professionals.

See also:

Email Spam Tester
Best Sales Tools
Meeting Assistants
Customer Service
Copywriting
Warm Intro
Visitor Identification
Sales Reporting
Sales Funnel
Workflow Automation
Expandi

Expandi

Worlds safest software for LinkedIn Automation

View

Pricing

Starting at $99

Key Features

Bypass LinkedIn limits safely
Automate LinkedIn outreach sequences
Integrate any email provider
Expandi

Expandi

View

#1 Linkedin Automation Tool helps sales teams, recruiters, fundraising teams, and agencies automate LinkedIn outreach and engagement. It scrapes leads, personalizes messages, manages campaigns, sequences outreach via LinkedIn and email, and provides detailed analytics and reporting.

Best For

Startups
Scale-ups
Agencies
Wiza

Wiza

Email Finder for LinkedIn - B2B Database

View

Pricing

Starting at $83

Key Features

Find verified emails fast
Get accurate contact data
Export up-to-date info easily
Wiza

Wiza

View

Wiza helps sales teams, recruiters, and marketers find accurate B2B contact information. It actively checks live data sources when requested, unveiling validated prospect data such as email addresses and phone numbers, and integrates with CRMs for seamless data flow.

Best For

SMBs
Mid-market
Enterprise
FullEnrich

FullEnrich

B2B Contact Enrichment

View

Pricing

Starting at $26

Key Features

Find emails and phone numbers
Waterfall enrichment with high find rate
Integrate with over thousand apps
FullEnrich

FullEnrich

View

FullEnrich helps B2B sales and marketing teams find more emails and phone numbers for their prospects, aiming to increase pipeline and customer reach. It aggregates contact information from over 15 vendors, verifies email deliverability, and integrates with tools like LinkedIn, Sales Navigator, Zapier, and CRMs.

Best For

SMBs
Mid-market
Enterprise
Lemlist

Lemlist

AI-powered Sales Engagement Platform for Converting Ideal Buyers

View

Pricing

Starting at $55

Key Features

Find qualified leads fast
Enrich contact info automatically
Personalize outreach at scale
Lemlist

Lemlist

View

lemlist helps salespeople and marketers reach more customers by building lead lists, personalizing outreach, and improving email deliverability. It automates email personalization at scale and warms up email domains to avoid spam filters, supporting successful cold outreach campaigns across multiple communication channels.

Best For

Startups
SMBs
Agencies
HeyReach

HeyReach

10x your LinkedIn outreach without scaling your team

View

Pricing

Starting at $79

Key Features

Auto-rotate LinkedIn senders for outreach
Import qualified leads from tools
Combine LinkedIn connection and messaging
HeyReach

HeyReach

View

HeyReach helps lead generation agencies and sales teams automate LinkedIn outreach with unlimited senders and a unified inbox. It delivers value by rotating through multiple LinkedIn accounts, automating invites and messages, and providing agency-tailored reporting and integrations.

Best For

Agencies
SMBs
Mid-market
PhantomBuster

PhantomBuster

A new era of lead generation

View

Pricing

Starting at $56

Key Features

Automate lead generation workflows
Extract live data from platforms
Enrich lists with data points
PhantomBuster

PhantomBuster

View

PhantomBuster helps sales and marketing teams by automating lead generation, data enrichment, and outreach. It retrieves real-time data from various platforms to identify high-intent leads, enabling personalized messaging and improved conversion rates.

Best For

Startups
Scale-ups
SMBs
Clay

Clay

Prospect Differently

View

Pricing

Starting at $149

Key Features

Recurring workflows
CRM enrichment and hygiene
Targeted lead list building
Clay

Clay

View

Clay helps Go-To-Market teams access unique data from 100+ sources and AI agents, enabling them to automate growth workflows. It delivers value by enriching customer data, tracking intent signals, formatting data with AI, and constantly updating tools like CRM and email sequencers.

Best For

Startups
SMBs
Enterprise
Reply

Reply

AI B2B Sales Lead Generation and Automation

View

Pricing

Starting at $89

Key Features

Real-time data search
Multichannel conditional sequences
AI-generated sales sequences
Reply

Reply

View

Reply.io assists sales teams and agencies by streamlining and automating their outreach and lead generation processes. It delivers this value by providing an AI-powered platform with features like multichannel sequences, real-time data access, AI chat, and meeting scheduling, plus email deliverability tools and integrations.

Best For

Startups
Scale-ups
Agencies
SMBs
Evaboot

Evaboot

LinkedIn Sales Navigator Scraper

View

Pricing

Starting at $9

Key Features

Export clean data instantly
Generate lead lists quickly
Match filters with leads
Evaboot

Evaboot

View

Linkedin Sales Navigator Scraper - Evaboot Chrome Extension helps companies and individuals to quickly build lead lists from LinkedIn Sales Navigator with clean data and emails. It achieves this by providing data extraction, cleaning, lead filtering, email finding, and email verification, all while ensuring GDPR compliance and safe scraping practices.

Best For

SMBs
Mid-market
Enterprise
Follow

Follow

Extract LinkedIn Post Likers

View

Pricing

Starting at $49

Key Features

Turn LinkedIn post interactions into pipeline
Get reply rate by engaging interactors
Extract leads from any LinkedIn post
Follow

Follow

View

Follow helps sales professionals and marketers extract leads from LinkedIn posts by gathering data of people who interacted with the posts. It provides contact information like names, job titles, emails, and company details, compiling it into a CSV file or integrating with sales tools, letting users focus on warm leads.

Best For

Startups
SMBs
Mid-market
Scrapingdog

Scrapingdog

Web Scraping API

View

Pricing

Starting at $40

Key Features

Real browser rendering
Built-in CAPTCHA solving
Parsed JSON data output
Scrapingdog

Scrapingdog

View

Scrapingdog helps developers, AI trainers, SEO monitors, and data analysts effortlessly extract data from websites. It overcomes challenges like blocked requests through rotating proxies, headless browsers, and CAPTCHAs, delivering parsed JSON data via dedicated APIs.

Best For

Startups
Scale-ups
SMBs
Derrick

Derrick

LinkedIn Importer for Google Sheet

View

Pricing

Starting at $9

Key Features

Enrich leads and companies
Find emails and phones fast
Import LinkedIn Sales Navigator data
Derrick

Derrick

View

Derrick App helps sales, recruiters, and growth marketers build prospect and candidate lists with data enrichment from LinkedIn within Google Sheets. It achieves this by automating data scraping, enrichment, and processing, finding emails, and integrating natively with other applications for workflows.

Best For

Startups
SMBs
Mid-market
Piloterr

Piloterr

Web Scraping &Data Extraction

View

Pricing

Starting at $49

Key Features

Web scraping made easy with APIs
Over fifty ready-to-use endpoints
Bypass major anti-bot protections
Piloterr

Piloterr

View

Piloterr helps companies leverage web data through ready-to-use scraping APIs. It retrieves data from various online platforms while bypassing anti-scraping measures with rotating proxies and smart retry mechanisms, and offers fast and reliable APIs that are GDPR and CCPA compliant.

Best For

Startups
Scale-ups
SMBs
Scrupp

Scrupp

Best LinkedIn andSales Navigator Scraper

View

Pricing

Starting at $990

Key Features

Extract leads from LinkedIn
Find verified emails quickly
Export leads to CSV
Scrupp

Scrupp

View

Scrupp helps businesses and recruiters collect data from LinkedIn and Sales Navigator to find leads and verified email addresses. It allows users to filter leads, scrape up to 2,500 leads at once, and clean data by removing extra symbols for effective data management and email campaigns.

Best For

Mid-market
Enterprise
Automatr

Automatr

Automate actions and extract data with no-coding knowledge

View

Pricing

Starting at $99

Key Features

Custom cloud-based automations
Extract data from websites
Automate various web tasks
Automatr

Automatr

View

Automatr delivers custom cloud-based automation to businesses by creating AI-driven solutions that mimic human actions across the web. This enables users to extract data, automate web tasks, and gain AI-powered analytics for data-driven insights and strategies.

Best For

Startups
Agencies
SMBs
DataMagnet

DataMagnet

Extract Structured Data fromLinkedIn Profiles

View

Pricing

Starting at $4

Key Features

Extract structured data easily
Real-time LinkedIn profile updates
Efficient data extraction process
DataMagnet

DataMagnet

View

DataMagnet helps developers extract structured data from open LinkedIn profiles. It delivers this value by converting LinkedIn profile URLs into JSON format in real-time through an API.

Best For

Startups
Scale-ups
SMBs
TamReached

TamReached

Sales Navigator extractor

View

Pricing

Free

Key Features

TamReached core functionality
User-friendly interface
Regular updates and improvements
TamReached

TamReached

View

TamReached helps salespeople, outbound specialists, growth engineers, and indie hackers extract data from LinkedIn Sales Navigator searches. It pulls full names, job titles, and company names into CSV or Excel files using a Slack bot that requires only a Sales Navigator URL and cookie.

Best For

Enterprises
SMB
Startups
Captain Data

Captain Data

Automation Platform

View

Pricing

Starting at $37.49

Key Features

Discover and enrich buyer profiles
Extract real-time behavior signals
Automate workflows at scale
Captain Data

Captain Data

View

Captain Data offers developers a unified API to access and utilize buyer intent data. It aggregates thousands of data points into a single model, which simplifies buyer profile discovery, signal detection, and engagement automation at scale.

Best For

Startups
Scale-ups
Mid-market
Databar

Databar

Hundreds of data providersunder one roof

View

Pricing

Starting at $39

Key Features

Find prospects ready to buy
Enrich data from multiple sources
Automate research and workflows
Databar

Databar

View

Databar.ai helps GTM teams to unlock new markets, enrich leads, and scrape the web, all through a spreadsheet UI. It provides access to a large library of integrations, third-party data, and data enrichment tools, offering seamless data analysis, visualization, sharing, and action-taking capabilities.

Best For

Startups
Scale-ups
SMBs
Prospectoo

Prospectoo

Build Your B2B Database withLinkedIn Automation Tool

View

Pricing

Starting at $7

Key Features

Real-time verified mobiles and emails
AI-powered personalization
Chrome extension for LinkedIn
Prospectoo

Prospectoo

View

Prospectoo helps GTM teams, marketers, SDRs, and business owners find, connect, and convert B2B prospects more efficiently. It delivers value by providing accurate contact data, AI-driven hyperpersonalization, LinkedIn integration, and tools ensuring email deliverability.

Best For

Startups
Scale-ups
SMBs
Prospeo

Prospeo

Find business email addresses for outreach

View

Pricing

Starting at $39

Key Features

Find verified email addresses
search emails by domain
discover high-quality B2B mobile numbers
Prospeo

Prospeo

View

Prospeo helps sales professionals, recruiters, and marketers find verified email addresses and mobile numbers for outreach. It delivers this value by offering tools like an email finder, domain search, Sales Navigator export, mobile finder, email verifier, and a Chrome extension to locate contact information from various sources including LinkedIn and websites.

Best For

Startups
SMBs
Mid-market

Frequently Asked Questions

What is LinkedIn scraping?

LinkedIn scraping extracts public LinkedIn data like profiles and job posts for research or sales leads.

What can LinkedIn scraping do?

It helps collect contact info, company details, and professional data for marketing, recruiting, or analysis.

How does LinkedIn scraping work?

It uses automated tools to visit LinkedIn pages and collect publicly visible information in a structured format.

Is LinkedIn scraping easy to set up?

Yes, most tools offer simple setup with browser extensions or APIs requiring minimal technical skills.

Is LinkedIn scraping free?

Some basic plans are free, but advanced features usually require paid subscriptions.

What is the common LinkedIn scraping pricing?

Pricing ranges from $20 to $100+ monthly, depending on data volume and features.

What are the types of LinkedIn scraping?

Types include profile scraping, job scraping, company scraping, and contact info scraping.

Does LinkedIn scraping work with email?

Yes, it can find public emails or help generate emails linked to scraped profiles.

What are the best LinkedIn scraping tools?

Popular tools include Phantombuster, Octoparse, and LinkedIn Sales Navigator integrations.

What are common LinkedIn scraping integrations?

Common integrations include CRM software, email marketing tools, and data enrichment platforms.