LinkedIn Scraper: 25+ Best Scraping Tools in 2025

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.

LeadIQ

The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams. However, LinkedIn limits data access, strictly forbidding scraping and making its API hard to access and highly restricted. You can easily find your ideal prospects based on criteria like job title, industry, location, etc., and automatically enroll matching profiles into your automated campaigns. These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more. It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download.

How To Scrape Data from Any Website: 5 Code and No-Code Methods

Web scraping is more than just a technical tool—it’s a strategic asset that empowers businesses to make informed decisions, identify trends and maintain a competitive edge. By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape. Different businesses have different requirements when it comes to data. Whereas a small recruitment agency may want to extract candidate profiles, a big corporation may need to acquire data about potential business partners or market competitors. That’s where the customization possibilities of the LinkedIn Scraper API come in.

Linkedin Scraper (GitHub)

Proxycurl gives you access to rich B2B data from more data sources than just LinkedIn. If you’re not comfortable with coding or don’t want to deal with APIs and scripts, tools like the LinkedIn Scraper from LeadLoft are a lifesaver. They’re built for people who just want results without the technical hassle. Although LinkedIn prohibits scraping in its TOS, the enforcement is often limited to high-volume or disruptive activities.

Method 1: Free LinkedIn Scraper

You can filter your search by location, industry, job title, or even years of experience. Businesses can, therefore, cut to the chase without the bloat of superfluous information by personalizing. As a user, this tool gives you access to real-time and well-structured information. If you don’t want to go through the hassle of scraping LinkedIn yourself, you can also buy a dataset of LinkedIn profiles directly from Brightdata starting at 2.5 per 1K records. Phantombuster can scrape data from a lot of different social media platforms such as LinkedIn, Google, Twitter (apparently it’s called X now), Instagram and more. Most tools implement techniques like random delays or IP rotation to reduce detection risk.

No-Code LinkedIn Scrapers

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.

What is Squeeze Growth?

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.

Manual Scraping

Its data scraping capabilities, combined with its outreach automation features, make it a powerful tool for B2B sales professionals, recruiters, and marketers. Apify is an online platform that helps developers build, deploy, and publish scraping, data extraction, and web automation tools. Developers can create their own scraping agents, called actors, and make them available to the community. Some actors serve as LinkedIn web scraping tools, such as the Linkedin Companies & Profiles Bulk Scraper actor.

What Is a LinkedIn Scraper?

• LinkedIn events are a great source of leads as you can see people who are interested in a particular topic.
• Octopus CRM is an excellent tool for businesses, sales teams, and marketers looking for reliable data extraction software that also comes with LinkedIn automation features.
• Ranking is in ascending order based on the lowest starting price, with the exception of the products of the article’s sponsors which are linked to their websites.
• By scraping LinkedIn for specific skills, experience levels, and educational backgrounds, recruiters can pinpoint potential candidates who match the job requirements closely.
• This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world.
• By collecting actual profile details, you can ensure the contact database remains fresh and well-enriched.

Their main goal is to offer automation, but you can also scrape data from LinkedIn using it. Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders. Captain Data is a no-code platform that extracts, aggregates, and integrates LinkedIn Scraper data. Wiza allows you to export leads from Sales Navigator, LinkedIn, and Recruiter. LinkedIn Profile Scraper by PhantomBuster lets you scrape all the available data from LinkedIn profiles. Connecting your HubSpot CRM to PhantomBuster can automatically enrich your new contacts.

Cloud-Based Linkedin scraping

While doing so, you don’t even need to use your account or LinkedIn API. You can also scrape LinkedIn data by using cookie-based applications like PhantomBuster. This linkedin automation tool is capable of scraping the available data from LinkedIn profiles including name, job, contact, education, and even email. Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions. LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts. Despite being super fast and easy to use, the tool collects leads across the platform and supports automatic bulk data extraction.

Method 1: Manual LinkedIn Scraping

While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data. Like most in this list, it deals with B2B data; extensive company and contact information, and is equipped with advanced search capabilities and integration options. The biggest reason you’d want to use Proxycurl is because it’s an incredibly versatile API that’s designed to be built into your existing systems and workflow. You won’t need any VPNs, proxies, a rotating index of LinkedIn accounts, or anything else.

• Now, let me break it down even further by highlighting key factors you should consider when selecting the right LinkedIn scraper.
• Manually scraping LinkedIn company pages and professional profiles is a Sisyphean task.
• It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles.
• Monthly hand-picked discoveries and stories of thriving in a new world of sales marketing.
• Using La Growth Machine as a LinkedIn URL scraper also means you’ll get actionable insights and reach your leads at the right time and place.
• For users who do not want to manually perform web scraping, Bright Data also offers an extensive LinkedIn dataset.
• With valuable data at your fingertips, you can easily create targeted marketing campaigns and connect with potential customers.

How to Scrape LinkedIn & 7 Best LinkedIn Scrapers

It hosts a wealth of information about professionals, companies, and job opportunities. For instance, recruiters might use it to find potential candidates, sales teams can identify potential leads, and researchers can use it for labor market analysis. Furthermore, the risk of having an account banned for unauthorized data extraction is nullified when using ScrapIn. Besides abiding by these “Rate Limits”, it’s also essential to stay away from unethical scraping.

By syncing data such as job titles, company details, and contact information, you can turn your CRM into a powerful platform for sales engagement. You can use the scraped LinkedIn data to create truly compelling email campaigns and lead-generation strategies. Leverage collected profile details like job titles, industries, and so on to personalize your outreach. So, it’s easier to use LinkedIn scraping tools, which provide a significant advantage by automating data collection and streamlining your marketing efforts. It uses a proxy pool and headless browser technology to handle dynamic content and prevent IP blocking to retrieve detailed information.

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.

Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it. You’re searching for li elements with the class results-list__item, which contains the course listings. For each course, you extract and print the title, creator, duration, and link.

Building cold emailing lists

While all of these data scrapers are reliable and safe, they have different pricing models. As such, you should make sure to research multiple tools, compare their pros and cons, and consider their prices to find the best LinkedIn scraping tool for your business. You can use it to extract LinkedIn profile information, including names, positions, and workplaces. CoreSignal is an incredibly versatile tool for data extraction and analysis.

One of Octoparse’s biggest advantages for LinkedIn scraping is its library of pre-built task templates. And if you’re a code junkie, Bright Data has got your back with their Scraper API and code templates for popular websites. Once the recruiter has compiled a list of potential candidates, they can use LinkedIn’s messaging feature to reach out to them and measure their interest in the position. This is really good data as if someone follows a competitor on LinkedIn, you can be pretty sure that they will be interested in your products or services.

This is especially useful for high-volume outreach, allowing teams to reach more people while still focusing on high-quality, relevant prospects. The best way to scrape data from LinkedIn is to use scraping tools and automatinos, like Evaboot, Phantombuster, TexAu and others. With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms. This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn. It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture.

This tool allows you to automatically scrape employee profiles from specific companies, making it easy to gather data from thousands of profiles. You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder. The free Chrome extension lets you find pre-verified lead contacts and collect their profiles with details such as job title, company website, location, and more. Although the platform is mainly known for its excellent cold email software and outreach automation tools, Snov.io also offers features for effective LinkedIn scraping.

Then, log into LinkedIn and retrieve the li_at cookie from your browser’s developer tools. Update the configuration file or pass the cookie directly when running the script. Since the tool is primarily focused on employee enumeration, let’s go ahead and see how we can pull that data. Then, authenticate your LinkedIn account using email and password (use this responsibly to comply with LinkedIn’s terms of service). Let me show you how you can pull up a LinkedIn profile through this tool using Python.

This is essential for businesses that rely on accurate data to make informed decisions about their marketing strategies. You can use the extracted data to create targeted lists of prospects for outreach and lead-generation campaigns. It is a user-friendly tool that allows you to automate your LinkedIn outreach efforts and manage your lead generation and sales pipeline on LinkedIn more efficiently.

By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights. According to Research Nester, the web scraping market is projected to reach $2.45 billion by 2036, with an annual growth rate of over 13%. Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML.

The data collected by the LinkedIn scraper enables a more personalized approach to the prospects. With enriched profiles in CRM, teams can tailor their communication strategies more precisely and increase engagement and conversion rates. 88% of marketers say that using automation tools significantly helps them achieve their most important goals. Besides, insights from scraping can reduce the time spent on leads that don’t match, streamline sales workflow, and ultimately increase the chances of closing deals. Dux-Soup is a robust LinkedIn automation tool that takes the wrath out of prospecting and lead generation. Dripify is a cloud-based software created for sales teams, marketers, recruiters – anyone who wants to streamline and automate their LinkedIn prospecting efforts.

“Awesome tool for outreach”The level of personalisation and the quality of the AI copy. Now with Lyne we can quickly set-up outreach campaigns and do a lot of testing what works best. The tool is celebrated for its speed, ability to scrape locked profiles, and unlimited page scraping capability. This ensures you have clean lists for email campaigns and CRM integration. It allows sales and ops teams to create automated workflows and save time.

In that case, you should consider moving to Cloud based LinkedIn scraper. Learn all about the LinkedIn API, with comprehensive Python code demos. Dive into the world of LinkedIn APIs, official and third-party alternatives, and understand how to access and utilize LinkedIn profile data through Python code examples.

Whether you’re looking to automate outreach on Twitter, Facebook, Instagram, or even Google Maps, PhantomBuster has got you covered. PhantomBuster is a powerful tool that can take your LinkedIn prospecting game to a whole new level. LinkedIn events are a great source of leads as you can see people who are interested in a particular topic. Additionally, LinkedIn scraping allows you to identify key decision-makers within a company, focusing your efforts on those who have the power to make a purchase. With this data, you can create personalized messaging that speaks directly to your ideal prospects’ needs and pain points. If you don’t, you can still hire a freelancer to build a custom LinkedIn scraper for your needs.