16 LinkedIn Scraping Tools Scrape LinkedIn Contacts Like a PRO

By using a LinkedIn scraper, you can collect the data and find the targeted audience. Hence, you can make personalized messages and reach out to the targeted audience with a more personalized message. LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections. The best LinkedIn scraping tools discussed in this article offer unique features and advantages catering to different business needs.

LinkedIn Scraping Tools You Have To Try in 2025 [FREE tools included]

Leverage the data you received from LinkedIn scraping to build outreach campaigns and reinforce your sales strategy. This extension captures details such as first name, company name, and LinkedIn URL and then adds them to your selected Lemlist campaign. You can also add leads individually to Lemlist, including extra details from their LinkedIn profiles, like job titles, certifications, industries, and company information. Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly.

How to Scrape LinkedIn: 2025 Guide

LinkedIn can catch you if you’re scraping too much, like checking too many profiles real quick. 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.

Best LinkedIn Scraper APIs in 2025

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. 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.

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To avoid risking your account’s safety, using a reputable and reliable LinkedIn scraper that complies with LinkedIn’s terms of service is important. Also, you should be scraping LinkedIn for legitimate purposes only, such as recruitment, lead generation, or marketing. A LinkedIn scraper uses algorithms to crawl through the LinkedIn website and extract data from various profiles and pages.

Scrape LinkedIn Company Data Using the Scraping Browser

Save your leads in Snov.io sales CRM and segment them for your outreach campaigns by creating the needed lists. When adding new prospects’ profiles, you can choose the list of where to save them. LinkedIn scraping helps automate lead generation and improve prospect targeting. Sales teams can use the data to identify prospects who better match their ideal customer profile and are worth pursuing. In addition, scraped data can help businesses keep up with their competitors, identify weaknesses, and refine strategies.

Lead Generation and Email Discovery LinkedIn Scrapers

Linked Helper 2 has you covered with custom filters to pinpoint your ideal audience, automated connection requests, and personalized follow-up messages. TexAu is a cloud-based toolbox that’s all about eliminating the tedious grunt work of generating leads and getting your outreach on autopilot. And if you need to find specific profiles or companies, Proxycurl’s got you covered with an advanced search functionality that supports boolean queries and regular expressions.

• These tools provide intuitive interfaces and pre-built workflows that help you to scrape LinkedIn efficiently.
• A LinkedIn Scraper API is a tool that helps you get data from LinkedIn easily without doing all the hard work yourself.
• It is a Chrome extension tool that works on top of your LinkedIn account.
• If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool.
• You’ll use requests to fetch the page’s HTML content and BeautifulSoup to parse and extract the relevant information.
• By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights.

Perform Targeted Searches

You can categorize your contacts by industry, seniority, or location and, therefore, conduct more targeted marketing campaigns. Arguably, Customer Relationship Management (CRM) systems form the backbone of most businesses, helping them manage interactions with clients, leads, and partners. However, a CRM system is only as effective as the quality and relevance of the data it holds. 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.

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However, no scraper guarantees 100% undetectability, and LinkedIn actively works to detect and block scraping. The point-and-click interface is easy to figure out even if you don’t have any instructions or tutorials. Just copy the URL you want to scrape from, and then use the browser interface inside the platform to point and click.

How to scrape LinkedIn data step-by-step

• It is powered by the capability to extract data from LinkedIn profiles based on various filters, including keywords, location, industry, and more.
• This makes it an incredibly useful tool for businesses looking to generate leads, build targeted email lists, or conduct market research.
• The tool has a simple and user-friendly interface that lets you quickly and easily extract data from LinkedIn profiles.
• Dripify is a LinkedIn automation tool that helps sales professionals automate various tasks on LinkedIn.
• Weigh your needs and make an informed decision, because no one wants to change their providers midway.
• Developers can create their own scraping agents, called actors, and make them available to the community.

If you’re looking for simplicity, tools like LeadLoft’s LinkedIn Scraper make it easy to scrape and use high-quality data. But if you’re comfortable with APIs and need to scale up, ZenRows provides powerful scraping capabilities for larger-scale needs. ZenRows is designed to tackle LinkedIn’s biggest challenges, including CAPTCHAs, IP blocks, and rate limits.

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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. 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.

LinkedIn has strict rules that don’t allow people to collect data without their approval. Breaking these rules can get you into legal trouble, such as having your account suspended or getting fined. Well, copying and pasting info from LinkedIn profiles one by one is super time-consuming. Customize the API to meet your specific LinkedIn data extraction needs. Influencer marketing, scraping social media posts of certain influencers in your industry is key to stay up to date with the latest trends. For users who do not want to manually perform web scraping, Bright Data also offers an extensive LinkedIn dataset.

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It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles. You can rest assured and be confident that the data collected with the help of PeopleDataLabs is reliable and can be used to drive your marketing efforts forward. Another useful feature of Meet Alfred is its ability to automatically send connection requests, messages, and follow-up messages to potential leads. This allows you to automate your LinkedIn outreach efforts and generate more leads with less effort.

• Web scraping tools such as Bright Data has their own proxy infrastructure including IPs and servers.
• Some APIs need technical skills to use, but others are easier to work with.
• Scraped data lets you focus on people or companies that better match your ideal customer profile.
• This eliminates the need to switch between multiple tools, saving you valuable time and effort.
• One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn.
• Brightdata has a cloud-based LinkedIn profile scraping service that lets you scrape LinkedIn profiles, searches, jobs and more without you having to use your LinkedIn account.
• However, it is important to consider the specifics of your operating region.

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. This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.

If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered. Here, we have tried to unveil the most intriguing ways to scrape LinkedIn. Modify the profile URLs and date ranges to collect posts from specific LinkedIn profiles.

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.

You have the option to choose if you want to work with your LinkedIn account, Sales Navigator or Recruiter account. A big player in the data solutions market, People Data Labs (PDL) is geared toward large-scale businesses that require enriched data for analytics, hiring, or marketing. It scrapes public LinkedIn data and works with third-party partners to get private data.

LinkedIn company scraper offers a range of customization options to refine your searches and target specific audiences. With Derrick, you can rest assured you are collecting the right data to make informed decisions and drive your business forward. With such rich information in hand, you can create more personalized and effective marketing campaigns that resonate with your audience. Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use.

Additionally, ProspectIn allows you to target specific LinkedIn profiles based on criteria such as job title, location, and industry. Dux-Soup is a powerful LinkedIn automation tool available as a Chrome extension. One of its primary features is its data scraping capabilities, which enable you to extract and export valuable information from LinkedIn profiles and pages. This makes it an invaluable tool for sales professionals, recruiters, and marketers looking to generate leads and grow their businesses. A LinkedIn data scraping tool can be valuable for businesses looking to improve their email marketing efforts.

• With the right data scraping tools, you can gather large amounts of data quickly and efficiently.
• ParseHub claims that the free version is worth $99, and I don’t doubt it.
• One effective approach is to use a web scraping tool to collect data on competitors’ job titles, skills, and educational backgrounds.
• This bad boy can handle high-volume data extraction like a champ, with its auto-scaling architecture.
• For reliable, efficient, and scalable LinkedIn data collection, Bright Data provides a superior solution that saves time and resources while delivering higher-quality results.
• 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.

Apify is another cool online platform that makes it super easy for developers to create and run scraping tools. One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn. Meet Alfred is a LinkedIn automation platform that also offers a LinkedIn scraper to extract data from user profiles and company pages. For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies.

Derrick allows you to use an existing database or extract data from LinkedIn Sales Navigator to build a more recent and targeted database. 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. That’s because the tool extracts data from LinkedIn profiles and provides analysis and insights into the collected data. This means you can better understand your target audience, such as their interests and needs.