How to Scrape LinkedIn Using a LinkedIn Scraper: 5 methods

Octopus CRM also offers analytics and reporting tools, allowing you to track the performance of your campaigns and optimize your outreach efforts over time. Dripify lets you extract other important data such as the top skills, college or university names, mutual groups, and profile type of your target audiences. Plus, the tool lets you filter and sort the extracted data, making it easy to analyze and use in various applications. All the data is neatly pulled into a CSV file or directly sent to HubSpot for further use. This means you’re no longer manually scraping profiles and wasting time.

Linkedin Profile Scraper

Jacob Kalvo, CEO of Live Proxies, a leader in residential proxy solutions. Embracing a LinkedIn Scraper API is not just about unlocking data; it’s about opening up opportunities, driving growth, and finding success in professional endeavors. These APIs are very easy to integrate or fit into the existing work cycle, whether you’re a seasoned developer or just beginning your career path. Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration.

ScraperApi (4.7/ ⭐⭐⭐⭐⭐

It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling. With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns. 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.

Full code: Scraping Profiles with Selenium

This commitment to ethical standards means that users can leverage the power of ScrapIn with the confidence that they are conducting their data gathering responsibly. Once logged in, browse phantoms and search for LinkedIn Profile Scraper. 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.

PhantomBuster

• You can export this data directly into spreadsheets or integrate it with your favorite tools and CRMs.
• 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.
• 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.
• By collecting data on key decision-makers, industry leaders, and influential companies, businesses can reach out to those most relevant to their networking goals.

Using this information, you can improve the quality and relevance of your own content. Yes, some LinkedIn scraper APIs can be used to automate tasks like sending messages, following/unfollowing users, and managing your LinkedIn network. Let’s say you’re using PhantomBuster to scrape data from 50 profiles every day. Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting.

What are the benefits of scraping data from LinkedIn?

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.

Company Information Scraper

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. Bright Data’s products include datasets, scraping solutions, and proxy networks. “Helpful tool for lead generation, recruiting, LinkedIn Scraper and automating the process”MeetAlfred is an easy-to-use tool to help find leads or potential employees on Linkedin. You can search by term or paste a search url from Linkedin to help find people and then set up sequences for reaching out and following up. Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.

What Is a LinkedIn Scraper?

Please note that the pricing of the products listed in this article may change. Headspace takes science-backed meditation and mindfulness tools to improve your mental health. At Squeeze Growth, I write seriously detailed and unadulterated SaaS reviews for businesses and entrepreneurs. They’ve got these cutting-edge data discovery and update systems that ensure a constant flow of new data. But that’s not all – they’ve also got data on 92 million companies, covering the nitty-gritty like descriptions, locations, industries, and employee counts.

Key Features of Evaboot

This makes it an incredibly useful tool for businesses looking to generate leads, build targeted email lists, or conduct market research. You can export the scraped data and even load it into your marketing software to create targeted outreach campaigns and generate more leads for your business. Those are our top picks of scraping tools in 2025 for real-time data collection from LinkedIn for lead generation and email marketing. But if you haven’t found what you’re looking for, there are many LinkedIn scrapers designed for specific types of data in Apify Store. You can then use the scraped data to create targeted outreach campaigns and generate more leads for your business.

No-Code LinkedIn Scrapers

Activities that don’t seem “human” are flagged by LinkedIn’s algorithm. The CFAA (Computer Fraud and Abuse Act) clearly mentions, scraping publicly available data isn’t considered hacking. It is LEGAL to scrape publicly available data in LinkedIn, if you are doing it ethically. If your focus is on data extraction and enrichment, Proxycurl offers a comprehensive solution. The email finder feature in the platform is acclaimed among users, and I can see why.

See the benchmark methodology for evaluating the best LinkedIn scraping tools. If you are looking for a complete solution that can be integrated into any programming language or HTTP client, a LinkedIn web scraping API will be perfect. On the other hand, if you are a non-technical user, a cloud-based LinkedIn automation platform with scraping capabilities may be a better option. You’ll use requests to fetch the page’s HTML content and BeautifulSoup to parse and extract the relevant information. Dive into informative articles, tips, and tutorials on web data extraction.

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.

Method 1: Free LinkedIn Scraper

Extract professional insights instantly with high latency, ensuring data is fresh and relevant. Both Bright Data and Apify delivered data in JSON format, while Nimble, using a more general-purpose API, provided JSON profile data about ~70% of the time. Each URL was processed once by each provider, and the responses were collected for analysis. We are going to explore 13 of the top B2B data providers offering high-quality data and valuable insights.

LinkedIn Scraping: Limitation and Legacy

• 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%.
• You’ll be getting major network growth, consistent leads and regular optimisation calls to just keep improving.
• Based on an award-winning proxy network with 72+ million IPs, this solution exposes endpoints to scrape public LinkedIn data.
• For instance, retailers can uncover bestselling products or monitor dynamic pricing trends to adjust their strategies.
• This technology empowers businesses to analyze trends, refine strategies and optimize operations with minimal manual effort.

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.

• With valuable data at your fingertips, you can easily create targeted marketing campaigns and connect with potential customers.
• LinkedIn scraping lets companies identify the right individuals to connect with.
• In this table, you will find all the information on the different Linkedin scraping tools we mentioned.
• Its data scraping capabilities, combined with its outreach automation features, make it a powerful tool for B2B sales professionals, recruiters, and marketers.
• However, you can still automate data collection, if you stick to LinkedIn best practices and its ethical guidelines.
• LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts.
• The main benefit is that you do not have to worry about infrastructure, proxy servers, or getting blocked.
• To successfully navigate this gray area, it is crucial to understand legal nuances and platform limitations.

Sales Navigator lead lists

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.

Scrape Job Listings

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.

Moving away from singular developer solutions, we are now talking large-scale. Data aggregation and analytics scrapers cater to professionals and businesses that need more than just what LinkedIn has to provide up front. A cloud-based scraping and automation tool that supports LinkedIn among other platforms. PhantomBuster advertises itself as the platform for all things lead generation, without the need for any coding skills.

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.

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. With so many LinkedIn scraping tools out there, how do you know which one to choose? Fret not; we’ve done the research for you and compiled a list of the best LinkedIn scraping tools available.