How to Scrape LinkedIn Data at Scale Complete Guide

Coresignal might not be your typical scraper, but it does sell scraped data. They’re a major player in the industry and there’s a reason why customers prefer their service for their data solutions. Their datasets also consist of public and private data from LinkedIn, which they either scraped themselves or acquired through third-party means. Xverum provides paid access to its massive-scale open web data with an aim to empower ML and SaaS platforms.

• There are many social media platforms, and among the fastest-growing is LinkedIn.
• If you want to grow your business, LinkedIn is one of the best places to start.
• The best LinkedIn scraping tools discussed in this article offer unique features and advantages catering to different business needs.
• Scrapin.io’s LinkedIn Scraper API provides an intuitive LinkedIn scraper suited for marketers, recruiters, and researchers.
• That’s where the customization possibilities of the LinkedIn Scraper API come in.

Why do you Need LinkedIn Data?

The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn. It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features. For outreach campaigns, Waalaxy and Octopus CRM are designed with this primary function in mind. 30+ different options to choose from, no wonder you might feel overwhelmed! Now, let me break it down even further by highlighting key factors you should consider when selecting the right LinkedIn scraper.

Business Intelligence Through Web Scraping

There are several libraries available that allow for web scrapings, such as Beautiful Soup and Selenium. If they don’t, you can always download the CSV or Excel file they provide and use the import feature of your CRM to add your leads to it. It allows users to send hundreds of personalized follow-up messages daily on LinkedIn, Email, and Twitter, completely on autopilot. However, they also offer the possibility of extracting data from various places on LinkedIn. Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets. It allows you to manage all your LinkedIn data enrichment operations directly from Google Sheets.

La Growth Machine

If you want a tool that’s easy to use, LeadLoft is going to be for you. You don’t need to worry about LinkedIn’s CAPTCHA challenges or account blocks, LeadLoft takes care of it all. If you want to grow your business, LinkedIn is one of the best places to start. It’s packed with professionals, companies, and decision-makers just waiting to be part of your network.

• With the right tools and smart practices, you can safely gather valuable insights on prospects, clients, and competitors within minutes.
• Besides, this LinkedIn automation tool allows you to collect unlimited LinkedIn information.
• It is built on an auto data point identification model that makes data detecting and scrapping a breeze.
• LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts.
• Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions.
• Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it.
• And if you’re job hunting or looking to hire, their 399 million job posting records are a goldmine for tracking company growth, talent acquisition trends, and the job market pulse.

best LinkedIn scraping tools for 2025

Are you tired of manually scouring LinkedIn profiles for potential candidates or business leads? LinkedIn data scraping tools help you gather and extract valuable data from LinkedIn, making your search for the perfect employee or client a breeze. A LinkedIn scraping tool is software or script that can directly access LinkedIn using a web browser. LinkedIn scrapers are designed to crawl public LinkedIn profiles and extract data from the platform, including names, job titles, company names, industries, and skills. Lemlist is a cold email software designed to improve reply rates and simplify sales engagement and outreach automation. It is powered by the capability to extract data from LinkedIn profiles based on various filters, including keywords, location, industry, and more.

Browser Extension LinkedIn Scrapers

Dripify is a LinkedIn automation and prospecting cloud platform that supports sales professionals in automating various tasks on LinkedIn. The service offers several features and tools, including a LinkedIn scraper. That allows users to retrieve email addresses, phone numbers, and more from LinkedIn profile pages and export the data to a CSV file. One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper. This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud.

Profile Checker

You’d just need to set the profile URL, and Scrapingdog takes care of the rest. 🔍 Real-Time Data Scraping📊 Scrape large amounts of data easily.🌐 No slowdowns, runs smoothly.🤖 AI-Powered Parsing for Perfect Accuracy🔐 Keeps everything legal and ethical. So, if you want to find out more about someone’s professional background or skills on LinkedIn, this scraper can do that for you quickly and easily. ❌ Scraping large amounts of data can get expensive, even with pay-as-you-go. ✅ Bright Data follows GDPR and CCPA, ensuring ethical data collection. I often spent hours looking for contacts or job listings, but I ended up with messy notes and missed opportunities.

What Data to Scrape From LinkedIn

• With Dripify, you can easily automate data extraction from LinkedIn and save time while obtaining the valuable data you need.
• Oxylabs’ advanced proxy servers allow users to bypass these measures and scrape data from profiles and pages on LinkedIn  with ease.
• I often spent hours looking for contacts or job listings, but I ended up with messy notes and missed opportunities.
• The best LinkedIn scraper allows you to perform targeted searches based on specific criteria.
• Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there.
• After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot.
• All the data is neatly pulled into a CSV file or directly sent to HubSpot for further use.

Dripify is a cloud-based LinkedIn automation and scraping tool designed to help your sales team automate LinkedIn prospecting and close more deals. Another feature scraper brought to you by yours truly is the LinkedIn-API by Tomquirk. A highly favored tool among developers for its flexible, code-based approach to scraping LinkedIn profiles, job listings, and more.

Step 3: Use Chrome DevTools to understand LinkedIn’s site structure

• This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more.
• Being one of the most powerful LinkedIn scraping tools, ScrapIn makes it possible for you to collect relevant data about a personal or company profile on LinkedIn.
• Captain Data is a no-code platform that extracts, aggregates, and integrates data.
• You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder.
• The main disadvantage of this solution is that—at the time of writing—LinkedIn is not on the list of supported sites.
• With Zopto you can create multi-step campaigns with automated connection requests, follow-up messages, and InMail responses to nurture leads over time.
• As the campaign runs, Dux-Soup removes prospects who respond from the outreach sequence, adding them to your lead pipeline for personal follow-up instead.

This feature is called the “Auto-Visit” feature, allowing users to visit many LinkedIn profiles in auto-pilot mode. These features make it a useful tool for generating leads, allowing you to view potential leads’ profiles and determine if they are a good fit for your business. This LinkedIn automation platform is very efficient at collecting data; it can quickly scrape thousands of LinkedIn profiles in just a few minutes. This is particularly useful for recruiters and sales professionals who need to generate leads from LinkedIn quickly. LinkedIn scrapers can be integrated with other tools to create an automated outreach process. One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service.

Global Linkedin Data

Even if you need to slurp up 10 million LinkedIn profiles, their architecture scales seamlessly while smart optimization keeps everything running at peak performance. But what really impresses me is how Nimble handles scraping at a massive scale. Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code.

The reason is that the company controls one of the largest, widest, fastest, and most reliable proxy networks in the world. This includes millions of residential proxies, which are ideal for implementing web scraping tools. Using the Bright Data LinkedIn data set eliminates the need for manual web scraping, saves time, and provides structured data ready for analysis. Although manual web scraping works for small-scale data extraction, it becomes time-consuming and inefficient at scale. Bright Data offers a simpler and more efficient alternative, allowing you to effortlessly access vast amounts of LinkedIn data. LinkedIn, as a professional networking platform, is a treasure trove of data.

You can then export the scraped data to your database or as a spreadsheet document, such as CSV or Excel. LeadCrush lets you quickly export leads and their email addresses from LinkedIn profiles and LinkedIn Sales Navigator to Google Sheets. And just like Lemlist, this tool is highly customizable, allowing you to specify your search criteria on a variety of parameters, such as location, industry, and more. This makes it an excellent tool for businesses looking to generate leads, build targeted email lists, or conduct market research.

• You’re looking for div elements with the class content-hub-entities, which hold the article listings.
• The software is easy to use, and it comes with a wide range of other features that make it an ideal tool as a LinkedIn scraper.
• TexAu is a powerful automation tool for marketers, sales people, and everyone in between.
• It combines LinkedIn data with other proprietary sources to provide global workforce intelligence.
• Its dashboard features an API playground that automatically generates code snippets based on selected parameters.
• Some actors serve as LinkedIn web scraping tools, such as the Linkedin Companies & Profiles Bulk Scraper actor.
• LinkedIn has strict rules that don’t allow people to collect data without their approval.
• You can also make use of LinkedIn scraping for your recruitment needs, as it enables faster and more efficient talent sourcing.

During this step, you can tell Phantom how many profiles it can process during each launch. Once you have created an Evaboot account, click on “Get Chrome Extension”. After you have downloaded the Evaboot extension, just add it to Chrome. Go to a LinkedIn profile and look for the information you can extract. For instance, you can find experience, education, and skills by clicking on the profile’s contact info.

Can I use a LinkedIn scraper API to automate other LinkedIn tasks?

By the end of this post, you’ll know exactly which LinkedIn scraping tool is the best for your needs. However, you can still automate data collection, if you stick to LinkedIn best practices and its ethical guidelines. This approach helps minimize risks and ensures compliance with LinkedIn’s policies. LinkedIn strictly opposes data scraping and has robust measures to prevent it. Most LinkedIn scrapers can directly send the data they extract to your CRM.

Monthly hand-picked discoveries and stories of thriving in a new world of sales marketing. For instance, if data includes personal identifiers, proper measures such as user consent or anonymization may be required. Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels. Pin LI Prospect Finder in your extension LinkedIn Scraper bar on the top of the browser for easy access. The main difference between Evaboot and other tools compared in the article is that this platform requires a LinkedIn Sales Navigator subscription. What’s more, having actual prospects’ data, you can personalize your cold email and, thus, make your cold outreach more impactful, increasing the chances of positive responses.

Export Leads From Sales Navigator

It allows unlimited email automation and integration with various lead sources, enhancing lead generation and outreach efficiency. It started as a LinkedIn messaging automation tool and then added LinkedIn cold emailing to its sequences. “Solid Boost to My LinkedIn Marketing in Just a Few Weeks”Expandi has really stepped up my LinkedIn sales game in a short span of time.

Browser-extension LinkedIn scrapers

By now, it’s clear that not all LinkedIn scraping tools are made for a single purpose. The scrapers in this category are for generating leads and discovering verified contact details, indispensable for sales and marketing professionals. By scraping LinkedIn data, companies can easily receive valuable insights to power their outreach efforts and save time using specific LinkedIn automation tools. “Powerful automation to boost your business growth”We use TexAu to extract, process, and filter data with just a few clicks of the mouse. TexAu is a powerful automation tool for marketers, sales people, and everyone in between.

With a huge repository of professional profiles, company pages, and job postings, LinkedIn offers plenty of opportunities to gather data for prospecting and lead generation. Derrick provides you access to powerful data scraping features, including LinkedIn data scraping. Besides having data enrichment and processing features, it easily integrates with Google Sheets. One of the unique features of Dux-Soup is its ability to visit and engage with LinkedIn profiles automatically.

Plus, many offer other exciting features like automation to help you find and connect with the right people on LinkedIn in autopilot mode. Dripify is a LinkedIn automation tool that helps sales professionals automate various tasks on LinkedIn. They provide a LinkedIn scraper that enables users to access lead data available on LinkedIn and export the collected data to a CSV file. ScrapIn is one of the best solutions for scraping LinkedIn data at scale. Being one of the most powerful LinkedIn scraping tools, ScrapIn makes it possible for you to collect relevant data about a personal or company profile on LinkedIn.

• If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl.
• You just specify the job titles and companies you want to target and boom – you’ve got a fresh batch of ultra-relevant leads to nurture.
• Bright Data’s products include datasets, scraping solutions, and proxy networks.
• Customize the API to meet your specific LinkedIn data extraction needs.
• NetNut provides an API for social media scraping, enabling users to extract real-time and requested data from platforms like LinkedIn.
• Lyne leverages AI and Machine Learning to uncover information that the average sales rep couldn’t find, providing users with a competitive edge.

Fetch a person’s LinkedIn profile data using their public profile URL or unique identifier. Those who are up for the challenge, I present to you a list of some projects that I deem are perfect for LinkedIn scraping. The public projects in Github are an excellent choice to look for sources that are free to use and customizable. These are ready-to-use tools usually built by independent developers and come with varying levels of documentation and community support. Pricing for the API is not publicly disclosed and requires direct negotiation with LinkedIn, depending on the intended use case and volume of data access.

Scrupp.com also makes it easy to collaborate with my team members and share files. I highly recommend Scrupp.com to anyone looking for a powerful and easy-to-use project management tool. LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data.

Our software ensures compliance, efficiency, and customization to meet your goals. However, the effectiveness of LinkedIn scraping hinges on a responsible approach. Please note that the pricing of the products listed in this article may change.