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  1. Home
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  3. Linkedin Scraping APIs

Best Linkedin Scraping APIs Tools

LinkedIn scraping API tools help you collect and organize data from LinkedIn for lead generation, sales outreach, and market research. If you're on a GTM team, working in sales or marketing, this guide shows you how to pick the best LinkedIn scraping API tools and software. You'll get a clear comparison and practical use cases to help you choose the right fit.

What is LinkedIn Scraping API software?

LinkedIn scraping API software automates the process of extracting data from LinkedIn profiles, companies, and posts. It’s used to gather contact details, job titles, company information, and other insights directly from LinkedIn at scale.

Sales teams use it to find leads and build prospect lists. Marketers leverage the data for audience research, while recruiters target potential candidates. For example, a sales rep might scrape LinkedIn to find decision-makers in a specific industry or a marketer could extract data to tailor campaigns better. These tools save time and gather data that's typically manual to collect.

Why do teams use LinkedIn scraping API tools?

Teams use these tools to solve key challenges like manual data collection, slow lead generation, and inconsistent prospecting. They help boost efficiency, scale outreach, and link more directly to revenue goals.

This drives outcomes like:

  • Fast access to qualified leads
  • Better targeting for campaigns
  • Automation of repetitive tasks
  • More accurate contact info
  • Scalable prospecting efforts

Sales teams increase pipeline volume. Marketing teams sharpen their lists for personalization. Operations teams streamline data workflows. Together, these gains help companies grow faster and work smarter.

What are the best LinkedIn scraping API tools?

To get you started, here are different types of LinkedIn scraping API tools you might consider. Some focus on data extraction (like Evaboot and PhantomBuster), others combine outreach features (like Lemlist and Expandi), and some integrate enrichment and validation (like FullEnrich and Wiza). We've curated these options to fit different team sizes and budgets.

ToolFocusBest For
EvabootData extractionLead generation
PhantomBusterAutomation + scrapingMarketers, GTM teams
LemlistOutreach + scrapingSales & marketing
FullEnrichData enrichmentData quality
WizaLinkedIn + emailsSales prospecting

Each tool brings something different. This mix lets you pick one that fits your specific goals and tech stack.

How do you choose the best LinkedIn scraping API software for your team?

Choosing the right tool starts by considering your team’s size and budget. Small teams may want easy, cost-effective setups, while bigger teams need scalability and robust features.

Next, look for integrations with your CRM or email system to keep workflows smooth. Don’t forget ease of use — the simpler the tool, the faster your team adopts it. Also, check if the software can grow with your needs without expensive upgrades.

Think practically:

  • How many profiles do you need to scrape monthly?
  • Does it support your outreach tools like Lemlist or Expandi?
  • Are there limits on data usage or API access?

Focus on features that match your volume and workflow to avoid surprises later.

What features should you look for in LinkedIn scraping API software?

Effective LinkedIn scraping API tools share some key features:

  • Bulk data extraction to save manual work
  • Real-time updates ensure fresh info
  • Email and phone finder to get full contact details
  • CRM integration for seamless data flow
  • User-friendly dashboards for quick results
  • Advanced feature: AI-powered data cleaning to remove duplicates and fix errors automatically

These features help your team save time and increase accuracy without getting stuck on technical issues.

What are common use cases for these tools?

Here are some real ways teams use LinkedIn scraping API software across roles:

  • Sales finds decision-makers in target industries to build accurate contact lists
  • Marketing extracts data to segment audiences for tailored campaigns
  • Recruiters scrape profiles matching job descriptions, then reach out directly
  • GTM teams monitor competitor hires or activities to spot market trends

Many teams combine scraping with outreach via tools like Lemlist or Expandi to automate personalized follow-ups. This cross-team collaboration boosts performance and alignment.

What benefits can you expect from using LinkedIn scraping API tools?

Using these tools leads to clear wins:

  • Cut research time by up to 70% with automated data gathering
  • Increase qualified leads captured by 50% or more
  • Speed up prospecting so reps spend more time selling
  • Boost campaign accuracy for higher response rates
  • Scale outreach without adding extra headcount

Overall, you get operational efficiency and deeper market insights, all driving better revenue outcomes.

What should you know before getting started?

Before diving in, keep these common challenges in mind:

  • Costs can add up if you exceed API limits; start small to control spending.
  • Setup may take longer than expected; plan for training time.
  • Data quality varies; use tools with enrichment features to improve accuracy.
  • LinkedIn scraping can risk account restrictions; respect platform rules and limits.

A practical tip: test tools with a small pilot to work out kinks. After that, you’ll be ready to ramp up confidently with your chosen LinkedIn scraping API software.

See also:

Advertising & Paid Campaign Tools
AI Avatars
AI Writing Assistants
Best LinkedIn Tools
Contact Syncing & CRM Integration
Content Creation Tools
Content Personalization
Content Scheduling/Distribution
Image/Graphic Design Tools
Lead Scraping
Amplemarket

Amplemarket

Next Generation Sales Intelligence

View

Pricing

Starting at $600

Key Features

Top-quality data access
Tailored multichannel outreach
AI-driven deliverability optimization
Amplemarket

Amplemarket

View

Amplemarket helps sales teams by providing an AI sales copilot that helps them find leads, engage with them, and optimize outreach. It provides the means to increase conversion rates, save time on research, and ramp up sales efforts through AI-driven insights, multichannel engagement, and deliverability optimization.

Best For

Startups
SMBs
Mid-market
Enterprise
Apify

Apify

Web Scraping Data Extractionand Automation

View

Pricing

Starting at $39

Key Features

Full-stack platform for web scraping
Build and deploy custom scrapers
Schedule and monitor scraper runs
Apify

Apify

View

Apify helps developers by providing a platform to build, deploy, and sell web scraping and data extraction tools. It delivers this value by offering the infrastructure, documentation, scaling, and payment handling needed to create and distribute these tools as Actors.

Best For

Startups
SMBs
Enterprise
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
Featured
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
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
Enrow

Enrow

Find anyone's email address

View

Pricing

Starting at $24

Key Features

Find verified email addresses fast
Verify email validity instantly
Access decision-maker contact details
Enrow

Enrow

View

Enrow helps sales professionals and lead generation specialists find and verify email addresses and phone numbers of potential leads. It leverages artificial intelligence and proprietary technologies to locate, confirm the validity of, and enrich contact information, only charging for successful finds and offering refunds otherwise.

Best For

Startups
Scale-ups
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
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
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
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
LaGrowthMachine

LaGrowthMachine

Sales Automation Software

View

Pricing

Starting at $50

Key Features

Build your list
Find decision makers
Find emails
LaGrowthMachine

LaGrowthMachine

View

LA Growth Machine helps B2B companies get more leads and sales opportunities through automated, personalized outreach. It delivers qualified prospects directly to your sales pipeline with hyper-personalized messaging and AI-driven campaign management.

Best For

Startups
Scale-ups
Agencies
SMBs
LeadDelta

LeadDelta

LinkedIn CRM to organize contacts

View

Pricing

Starting at $17.5

Key Features

Contact manager
Enrichment
Team collaboration
LeadDelta

LeadDelta

View

LeadDelta is a LinkedIn CRM that organizes contacts, finds emails, and boosts networking productivity. Manage connections with tags, notes, and team collaboration for smarter outreach

Best For

Indie
Startups
SMBs
LeadIQ

LeadIQ

Close Deals Faster.

View

Pricing

Starting at $200

Key Features

AI-powered account prospecting
Real-time champion tracking
CRM data enrichment
LeadIQ

LeadIQ

View

LeadIQ helps B2B sales and marketing teams accelerate pipeline generation by providing tools to find and capture accurate contact data. It achieves this by integrating with platforms like LinkedIn, Salesforce, Outreach, Salesloft, and others to streamline prospecting, contact creation, and CRM enrichment.

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
LinkedCamp

LinkedCamp

The Most Reliable LinkedIn Automation Tool

View

Pricing

Starting at $69

Key Features

AI-powered multi-channel outreach
Smart appointment scheduling
Predictive analytics insights
LinkedCamp

LinkedCamp

View

LinkedCamp helps coaches, financial advisors, insurance agents, realtors, recruiters, SaaS professionals, salespeople, and brokers boost outreach and generate leads on LinkedIn. It automates personalized messages and connection requests while mimicking human behavior with time delays and country-based IP addresses, ensuring compliance with LinkedIn's terms, and offers multi-channel campaigns with third-party integrations.

Best For

Startups
Scale-ups
Agencies
Lusha

Lusha

B2B Lead Enrichment in a Click

View

Pricing

Starting at $22.45

Key Features

Chat to build pipeline faster
Verified data and live leads
Real-time leads and faster closes
Lusha

Lusha

View

Lusha helps sales, marketing, and recruiting professionals find contact information for prospects and key decision-makers. It leverages an AI-powered database of business profiles, complete with intent data and enrichment capabilities, to streamline outreach and improve conversion rates.

Best For

Startups
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
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
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
RapidAPI

RapidAPI

Discover, publish, and monetize APIs effortlessly.

View

Pricing

Pricing not listed; talk to sales.

Key Features

Find the perfect API easily
Publish your own APIs
Drive new API revenue streams
RapidAPI

RapidAPI

View

Nokia API Hub, formerly RapidAPI, offers the world’s largest public API marketplace to discover, publish, and monetize APIs efficiently. Access 83K+ APIs and manage 8B+ monthly calls seamlessly.

Best For

Startups
SMBs
Mid-market
Enterprise
Saleleads

Saleleads

LinkedIn data extraction for lead generation

View

Pricing

Starting at $49

Key Features

Easily get public LinkedIn data
LinkedIn data extraction API
Access real-time LinkedIn insights
Saleleads

Saleleads

View

LinkedIn Lead Generation API for easy public data extraction to boost sales and growth. Integrate seamlessly to target the right audience and scale your business

Best For

Startups
Scale-ups
SMBs
SalesQL

SalesQL

LinkedIn Email Finder &Lead Generation App

View

Pricing

Starting at $29

Key Features

Find verified emails and phones
AI-powered prospecting search
Enrich contacts with data
SalesQL

SalesQL

View

SalesQL helps recruiters, sales professionals, and enterprise sales managers build B2B contact databases by finding verified contact information, like emails and phone numbers, from LinkedIn profiles. It achieves this by using a proprietary engine, a browser extension, and integrations with CRM and sales tools to extract, enrich, and manage contact data at scale.

Best For

Startups
SMBs
Mid-market
Enterprise
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
Surfe

Surfe

Connect your CRM withLinkedIn with 60 seconds

View

Pricing

Starting at $29

Key Features

Capture
sync
and enrich contacts
Surfe

Surfe

View

SURFE helps SDRs, BDRs, Sales Ops, Team Leads, and C-levels streamline LinkedIn prospecting by capturing, syncing, and enriching contact data directly within LinkedIn. It integrates with CRMs and uses waterfall enrichment technology to find verified emails and phone numbers, along with AI-powered message templates, for a more productive prospecting workflow.

Best For

Startups
Scale-ups
SMBs
Teamfluence

Teamfluence

Automated LinkedIn social engagement signal tracker

View

Pricing

Starting at $89

Key Features

LinkedIn automation for sales teams
Collect and enrich social signals
Identify 100% LinkedIn traffic
Teamfluence

Teamfluence

View

Teamfluence automates LinkedIn social signals collection, enriching leads to boost targeted sales outreach.

Best For

Startups
Scale-ups
SMBs
Vayne

Vayne

LinkedIn scraper with email enrichment

View

Pricing

Starting at $29

Key Features

Scrape over daily profile limits
Clean and export precise LinkedIn filters
Schedule extractions in advance
Vayne

Vayne

View

Vayne scrapes up to 15,000 LinkedIn profiles daily with clean, ready-to-use data and email enrichment. It protects your LinkedIn account while boosting lead generation efficiency

Best For

Indie
Startups
Agencies
We-Connect

We-Connect

The Safest LinkedIn Automation Software

View

Pricing

Starting at $69

Key Features

Automated LinkedIn lead generation
AI personalized messaging
Multi-channel email automation
We-Connect

We-Connect

View

We-Connect helps sales and marketing professionals, recruiters, entrepreneurs, and experts expand their LinkedIn network and automate outreach. It targets specific audiences, sends personalized connection requests and messages, and tracks responses, ultimately driving lead generation, recruitment, and influence.

Best For

SMBs
Mid-market
Enterprise
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

Frequently Asked Questions

What are linkedin scraping APIs?

Linkedin scraping APIs are tools that extract data from Linkedin profiles and company pages automatically.

What can linkedin scraping APIs do?

They gather profile info, job titles, company data, and contact details for lead generation and market research.

How do linkedin scraping APIs work?

They send requests to Linkedin pages and parse the HTML or API data to extract relevant information.

Are linkedin scraping APIs easy to set up?

Yes, most offer simple integration with clear documentation and quick API key setup.

Are linkedin scraping APIs free?

Some offer free trial plans but most require paid subscriptions for full features and higher limits.

What is the common linkedin scraping APIs pricing?

Prices typically range from $20 to $200 per month depending on request volume and features.

What are the types of linkedin scraping APIs?

Types include profile scrapers, job scrapers, contact scrapers, and company data scrapers.

Do linkedin scraping APIs work with email?

Many can extract emails when available, but accuracy depends on Linkedin's data visibility.

What are the best linkedin scraping APIs tools?

Popular tools include Phantombuster, Octoparse, ScrapingBee, and Apify.

What are common linkedin scraping APIs integrations?

They often integrate with CRMs, marketing automation, Google Sheets, and data analysis platforms.