This phantom will automatically visit the LinkedIn profiles and extract every piece of data that is publicly available. This free GitHub package allows scraping personal and company LinkedIn data for free. You can extract data such as LinkedIn profile URLs, education, experience, or even the interests of a person. Although this method is free, you need to be a developer with some basic skills. This step involves visiting the relevant profiles and viewing the details like education, former job titles, experience, and connections.

How to Scrape LinkedIn & 7 Best LinkedIn Scrapers

This enables you to find individuals with specific educational backgrounds or skills. As a result, you can expect to get access to a vast pool of professionals. For instance, recruiters often turn to LinkedIn to source candidates for open positions.

• LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections.
• Furthermore, high latency ensures relevant data is retrieved for fast-moving industries like recruitment, sales, and business intelligence.
• Those who are up for the challenge, I present to you a list of some projects that I deem are perfect for LinkedIn scraping.
• 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.
• Then, authenticate your LinkedIn account using email and password (use this responsibly to comply with LinkedIn’s terms of service).
• First, create a new free ScraperAPI account to have access to our API key.

Intuitive User Interface

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.

• Stop relying on personal connections to get more customers and start generating high-quality leads in next 60 mins like our 3200+ users do.
• To avoid any confusion, make sure to keep your data organized by labeling it properly.
• Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML.
• That’s where the customization possibilities of the LinkedIn Scraper API come in.
• Just map the data on a page and the platform’s algorithm will do the rest.

The top 13 Data Providers for 2025

With Snov.io, you can create automated cold email sequences and add LinkedIn actions to your campaigns. You can export the information as a CSV file or directly integrate it into your CRM. The platform also enables profile enrichment with additional details like email addresses and phone numbers.

Key Features of Bright Data LinkedIn Scraper

ParseHub claims that the free version is worth $99, and I don’t doubt it. You get 200 pages of data in 40 minutes and you’ll be able to launch your projects without spending any time writing scraping scripts by yourself. The platform is easy to navigate, and there were no hiccups signing up LinkedIn Scraper for a free trial either. The best thing here is definitely the workforce dynamics (aggregated workforce statistics). An overview of everything you need to know about the company and their employees. The filters are awesome and have a variety of fields where you can tune your search results.

• In this guide, you took a look at some of the best LinkedIn web scraping tools to extract data from the popular social networking site.
• By using the right tools and techniques, you can surely unlock the true potential of LinkedIn.
• LinkedIn_Scraper is designed to automate the extraction of data from LinkedIn user and company profiles.
• If you export LinkedIn event attendees using a tool like Phantombuster, you can import them into a CSV file with their contact information and mention of the event.
• With this data, you can create personalized messaging that speaks directly to your ideal prospects’ needs and pain points.
• Let me show you how you can pull up a LinkedIn profile through this tool using Python.

LinkedIn-Scraper by TufayelLUS

By the way, Snov.io provides a free built-in CRM to help you organize your lead base and manage your sales processes in one place. Collect prospects’ profiles using our LinkedIn scraping tool and keep all your leads in one place to focus on the right deals. Captain Data is a code-free platform that helps extract, compile, and integrate data from various sources easily.

Key Features of Proxycurl

It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide. LeadIQ is a prospecting platform for SaaS sales teams to book more meetings through better prospecting. Wiza is used by over 30,000+ businesses to create prospect lists from LinkedIn. Findymail turns Sales Navigator searches into an email list in one click.

What to Consider When Scraping LinkedIn

• The main difference between Evaboot and other tools compared in the article is that this platform requires a LinkedIn Sales Navigator subscription.
• Customize the API to meet your specific LinkedIn data extraction needs.
• Evaboot is a Chrome extension that works around the clock to build you a pipeline of hyper-qualified prospects.
• This approach allows sales reps and marketers to tailor messaging to each prospect’s roles, needs, and preferences, making the outreach more personalized and, thus, more effective.
• Companies that prioritize compliance and innovation will be better positioned to harness the full potential of web scraping, gaining valuable insights to drive growth.
• Lyne leverages AI and Machine Learning to uncover information that the average sales rep couldn’t find, providing users with a competitive edge.

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.

Best LinkedIn Scraping Tools

These scrapers are designed to serve large corporations that require high-scale data extraction. Most of them are focused on detailed analytics, integrations with CRMs, lead generations and much more; everything to be a complete data solution for organizations. Now, it’s time to start contacting your leads and turning them into clients.

What is Squeeze Growth?

However, utilizing the Bright Data Scraping Browser allows you to overcome these obstacles, ensuring uninterrupted scraping. In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup. After you learn about the process step-by-step, you’ll also learn about the Bright Data solution that makes scraping LinkedIn much faster. Discover the top proxycurl alternatives for efficient LinkedIn scraping.

This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended. Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction. To clarify any uncertainties, consult with legal counsel to understand the laws and regulations relevant to your jurisdiction. Scraping personally identifiable information or exposing the scraped data to the public are likely to be illegal in most jurisdictions. As explored here, the best tool is Bright Data’s LinkedIn Scraper API. Based on an award-winning proxy network with 72+ million IPs, this solution exposes endpoints to scrape public LinkedIn data.

Browser-extension LinkedIn scrapers

Waalaxy is a freely downloadable LinkedIn scraper that works through Google Chrome extension. The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests. They export data points like full name, company, role, LinkedIn profile URL, and then they have an additional feature to obtain email addresses. Once you install the extension, you can perform Sales Navigator searches and then export the data back to Evaboot.

Linkedin Scraping Tutorial with Python

“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.

• This approach helps minimize risks and ensures compliance with LinkedIn’s policies.
• It’s a LinkedIn automation tool aiming to create automated LinkedIn prospecting sequences.
• The Dux-Dash campaign statistics provide a clear overview of areas that need improvement to optimize your LinkedIn lead generation efforts.
• You can also collect leads from Sales Navigator searches for a more advanced approach.
• This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn.

This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing. Besides LinkedIn data scraper options, Snov.io offers the Email Finder Chrome extension to help you collect high-quality contacts from various websites. In this article, I will guide you through LinkedIn’s limitations and provide practical tips for responsible scraping. When used wisely, scraping LinkedIn can significantly boost your outreach in 2025. Coresignal’s massive database houses over 694 million employee records packed with details like job titles, work experience, education, and contact info. Of course, behind every great outreach campaign is a solid database, which is where Linked Helper 2’s data scraping capabilities truly shine.

To cut it short, we must say Helium Scraper is an excellent choice for anyone looking to extract valuable data and insights from LinkedIn profiles. It will be a valuable asset for any business seeking a competitive edge in its industry. This means you can extract data with ease, even if you have no experience with web scraping or data extraction. In addition to scraping data from LinkedIn profiles, Phantombuster offers several other features that make it a powerful tool for LinkedIn automation.

Full Scale/Enterprise LinkedIn Scrapers

This allows us to be systematically up to date in the information we deliver. Thus, the adoption of this technology will allow the business to take an informed, agile approach to connecting clients and prospects for success. This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world. A suitable LinkedIn Scraper API extracts all this data in real time, offering an all-rounded view of any professional. LinkedIn can catch you if you’re scraping too much, like checking too many profiles real quick.

Scrape LinkedIn Data at Scale

You should never invade a person’s privacy or indulge in malicious activities while scraping data. Therefore, always make sure to use scraping tools that respect ethical standards. It speeds up the profile extraction process, making the entire collection smoother and more informative for decision-making. Also, the customizable data solution meets the particular needs of businesses, and it has an intuitive interface that is accessible to less technical teams as well. If you’re tired of sifting through endless lists of scraping tools with no clear winner.