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5 best linkedin scraping tools

Top 6 LinkedIn Scrapers [2024]

Want to extract valuable LinkedIn data without the grind? Here’s how the top scraping tools in 2024 make it easy…


Let’s be honest, LinkedIn is a goldmine of business data. It’s packed with valuable info that can help you find leads, research markets, or connect with your ideal customer profiles.

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But manually digging through all those profiles? Nah, that’s so last decade! That being said, what you really need are some top-notch data scraping tools for LinkedIn. They automate the grind and keep you ahead of the competition because more businesses have flocked to LinkedIn in recent years, making it a noisier environment, and standing out requires more effort.

But how do you pick the right one? That’s where we’ve got your back! In this guide, we’ll break down what to look for in data scraping tools for LinkedIn and highlight some of the best tools you can get your hands on in 2024.

What the Heck is a LinkedIn Scraper Anyway?

Simply put, a LinkedIn scraper sucks up all the data you need from LinkedIn profiles. 

Want someone’s job title, work history, or skills, where they studied or what endorsements they have got? It’s super simple with this tool. 

These data scraping tools for LinkedIn can grab a ton of data, organize it into neat little rows and columns, and boom, now you have insights ready to go.

Types of LinkedIn Scrapers

1. Proxy-Based Scrapers

These scrapers use proxy servers to access LinkedIn, spreading the requests across multiple IPs or profiles. Think Bright Data and Nimble. Fast, reliable, and safe—perfect for heavy-duty scraping without blowing your cover.

2. Cookie-Based Scrapers

These tools use your session cookies to scrape data. Ideal for small-scale tasks but slow as a turtle if you’re trying to scrape tons of data.

3. Browser-Extension Scrapers

They work right from your browsercool for quick tasks, but if your browser updates, they can get knocked out. A good choice for simple, on-the-go scraping.

So, What Kind of Data Can You Get?

Data TypeDetails
🎓 Professional DeetsNames, job titles, companies, and work experiences.
🎓 EducationSchools, degrees, and academic achievements.
🛠️ Skills & EndorsementsWhat they’re good at and how many folks agree.
🔗 Connections & NetworksMutual contacts, group memberships, and network growth.
🌍 Location & Industry InsightsWho’s where and doing what in your target market.

The 6 Best LinkedIn Scraping Tools in 2024

Let’s check out the all-star lineup of LinkedIn scrapers you should have on your radar this year. Each of these tools brings something unique to the table, so pick one that suits your game plan.

linkdin scraping tool

Ready to meet the stars of the scraping world? Let’s break down the top tools that are ruling 2024!

1. ScrapeLead

ScrapeLead’s LinkedIn Profile Scraper is the go-to tool for grabbing all the juicy LinkedIn data you need without breaking a sweat. It’s great at collecting publicly accessible info like profile IDs, emails, job positions, locations, and much more, all without you having to log in manually. 

Why You’ll Love It
  • Data Extraction Made Easy: Easily snag reliable and accurate data, from first names to endorsements and everything in between.
  • Automate the Boring Stuff: No more manual data collection! ScrapeLead takes care of it all, so you can focus on the fun stuff.
  • Super Simple: No coding required. If you can click, you can scrape. It’s that easy!
  • Export Options Galore: Whether you need Google Sheets, CSV, or JSON, ScrapeLead’s got your back.
  • Fast, Reliable, and Affordable: Speedy scraping with pricing plans that won’t empty your pockets.

Price

Starts from 99.75$/month

Free Trial

Yes, you can avail 50 credits/month.

Scrapelead's LI Scraper
2. LinkDB by Proxycurl

LinkDB by Proxycurl is your go-to if you’re looking for in-depth LinkedIn data at your fingertips. With LinkDB, you get top-notch LinkedIn data scraping capabilities, allowing you to dig deep into profiles, companies, and more. This tool makes LinkedIn data scraping easy and comprehensive. For all your LinkedIn data scraping needs, LinkDB is the ultimate solution.

reddit scraper
Why You’ll Love It
  • People API: Dig deep into 800 million profiles to get the scoop on job titles, work histories, and more.

  • Company API: Get the 411 on 60 million companies, from employee counts to funding details.

  • Email Lookup APIs: Find the right contact with work and reverse email lookups, making outreach a breeze.

Price 

Starts at just $10 for 100 credits (1 credit = 1 profile lookup).

Free Tier 

Yep, you get 10 credits to play around with for free!

proxycurl
3. Nimble

Nimble has got it all—whether you’re diving into LinkedIn data scraping or tackling web scraping LinkedIn from other platforms, this tool is a solid pick. It’s designed to handle your web scraping LinkedIn needs with ease.

 

Why You’ll Love It
  • Batch Processing: Scrape up to 1,000 URLs in a single swoop.
  • Built-in Proxies: No need to buy separate proxies—they’ve got you covered!
  • Custom Parsing Templates: Tweak data formats to fit your needs.
Price

$150/mo

Free Trial

Available, so go ahead and try it!

4. Apify

Apify is all about flexibility. With pre-built Actors for LinkedIn and a robust API, it’s like having a digital Swiss Army knife.

Why You’ll Love It
  • Customizable Actors: Pre-built scrapers that you can modify as needed.
  • Automation Ready: Set it and forget it—automate workflows with ease.
Price

Starts at $35/mo (a steal!).

Free Trial

Get your hands dirty for 7 days.

apify
5. PhantomBuster

PhantomBuster is your undercover data extraction tool, perfect for those sneaky, low-key scrapes.

Why You’ll Love It

  • Cloud-Based: Runs on remote servers, saving your local resources.
  • Browser Extensions: Use with Chrome or Firefox to scrape as you browse.
Price

$59/mo

Free Trial
A full 14 days to see if it’s your jam.

 

phantombuster
6. Dripify

Dripify isn’t just a scraper; it’s a LinkedIn automation tool. Perfect for sales pros looking to ramp up their outreach game.

Why You’ll Love It
  • Human Behavior Simulation: Mimics real user actions to keep your account safe.

  • Local IP Address: Access LinkedIn as if you’re browsing from your own backyard.

Price

$59/user/mo

Free Trial

Yes, try it out!

dripify

Alright, let’s do some quick comparison between all 6s.

So you can choose better one; 

Pro tip: No need to look at the comparison table, all you need is ScrapeLead. 😎

ToolBest ForKey FeaturesPrice
ScrapeLeadEasy LinkedIn data scrapingPoint, click, and scrape; export to CSV, JSON, Google SheetsStarts at $99.75/month - Free trial: 50 credits/month
LinkDB by ProxycurlIn-depth LinkedIn data extraction800M profiles, Company API, Email Lookup APIsFrom $10 for 100 credits-Free trial 10 credits
NimbleVersatile data scrapingBatch processing, Built-in proxies, Custom parsing templates$150/month-Free trial available
ApifyFlexible scraping solutionsCustomizable actors, Automation readyStarts at $35/month-Free trial 7 days.
PhantomBusterLow-key, automated data extractionCloud-based, Browser extensions$59/month-Free trial 14 days
DripifyLinkedIn automation & outreachHuman behavior simulation, Local IP address$59/user/month-Free trial available

What to Look for in a LinkedIn Scraping Tool?

Picking the right LinkedIn scraper doesn’t have to be a pain in the neck. Here’s a quick checklist to help you swipe right on the perfect LinkedIn scraper:

  1. Data Needs & Volume: What exactly do you need? Profiles, emails, job histories? Make sure the tool can handle your wish list without breaking a sweat.
  2. Legal Stuff: Scraping LinkedIn has its risks, so go for tools that play nice with LinkedIn’s terms of service and data protection laws like GDPR. Stay safe, not sorry!
  3. Ease of Use & Integration: Are you tech-savvy or new to this? Some tools need more technical know-how, while others are plug-and-play. Also, check if they sync up with your CRM or analytics tools.
  4. Scalability: If your data needs grow, your tool should be able to keep up. Look for features that support bulk scraping and won’t crash under pressure.
  5. Support & Community: Got a problem? It’s nice to know there’s a support team or a community of users who’ve got your back. Active forums and regular updates are a big plus!

 

Getting the Most Out of Your Scraping Tool

  • Set Clear Goals: Know what you want before you start scraping. It’ll save time and keep your data focused.
  • Stay Updated: LinkedIn changes its structure often. Make sure your tool is up-to-date to avoid missing out on new data points.
  • Respect the Limits: Don’t go overboard with scraping. Too much too fast, and you might get flagged or even banned by LinkedIn.

Legal Side of LinkedIn Scraping

Scraping LinkedIn data can be a legal minefield. Here are some quick tips to stay on the safe side:

  • Read LinkedIn’s Terms: Seriously, don’t skip this part.
  • Respect the Robots.txt: Follow LinkedIn’s rules for web crawlers.
  • Stick to Public Data: Avoid anything private or sensitive.

Fun Fact: In the hiQ Labs vs. LinkedIn case, the court ruled that scraping public data didn’t violate the Computer Fraud and Abuse Act (CFAA). But it’s a gray area, so always double-check!

Wrapping It Up

At the end of the day, finding the right tool comes down to what you really need. Some are hardcore data scraping tools for LinkedIn, while others shine when it comes to automation or multi-platform data gathering. The key is choosing one that doesn’t just pull data but actually helps you make sense of it and use it in a meaningful way.

That being said, don’t stress about finding the “perfect” tool. Dive in, test a few, and see what feels right for your workflow. Whether you’re just starting out or you’ve been in the data game for years, there’s definitely a LinkedIn scraper out there that’ll fit like a glove.

FAQ

LinkedIn scraping automates data extraction and enhances lead generation, outreach, and competitive research.

Residential proxies are best for scraping LinkedIn as they use real IP addresses, making them less likely to be blocked.

LinkedIn allows scraping up to 1,000 results for regular accounts and 2,500 results for Sales Navigator, with a maximum of 100 pages for searches.

To scrape all of LinkedIn, use Scrapelead’s  LinkedIn Profile Scraper with the profile URLs you want.

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