10 best LinkedIn scraping tools for 2025

Although scraping publicly available data is not outright illegal, it may conflict with LinkedIn’s terms of service. Scraped data lets you focus on people or companies that better match your ideal customer profile. Before you scrape LinkedIn profiles, ensure your tool of choice provides safe operation on the platform. It is essential to save your business data and avoid LinkedIn restrictions. The best part is that Snov.io LI Prospect Finder supports bulk search, which makes LinkedIn scraping even more effective and time-saving.

Extract the company profile URL

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.

What is Data Scraping?

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. This tool uses advanced algorithms to extract data from LinkedIn Sales Navigator, including work information and email addresses.

Why scrape data from LinkedIn?

• 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.
• This tool allows you to automatically scrape employee profiles from specific companies, making it easy to gather data from thousands of profiles.
• This tool uses advanced algorithms to extract data from LinkedIn Sales Navigator, including work information and email addresses.
• You can extract data such as LinkedIn profile URLs, education, experience, or even the interests of a person.
• You can take advantage of advanced search filters offered by LinkedIn.
• After some research, I found out their plan starts from $14,995/ year.

With this data, you can easily create targeted marketing campaigns and connect with potential customers on LinkedIn. CoreSignal claims to be a powerful alternative data-scraping tool, making recent data available to any company or individual. It allows you to find and scrape data from firmographics and publicly available professional profiles, including LinkedIn profiles.

Bright Data

• It’s packed with powerful features to ensure fast, reliable, and uninterrupted scraping from challenging websites like LinkedIn.
• For instance, recruiters can instantly identify candidates based on their skills, experience, or certifications by structuring data from multiple profiles.
• Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions.
• With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns.
• With a few clicks, you can scrape thousands of profiles matching criteria like job titles, skills, locations, etc.
• Clearly explain how you intend to use our proxies, including the type of product, target domains, use case, and required bandwidth.
• By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages.
• It is the perfect tool if you’re looking to scale your LinkedIn outreach while maintaining a degree of personalization.

If you’re a developer or someone who’s comfortable working with APIs, the ZenRows API offers a powerful way to scrape LinkedIn data. For anyone who values simplicity and doesn’t want to spend hours learning new tools, LeadLoft’s scraper is going to be the simplest solution. Whether you’re targeting individuals or looking to gather company data, scraping LinkedIn can be an absolute goldmine. However, it is important to consider the specifics of your operating region. In Europe, LinkedIn scraping must also follow the General Data Protection Regulation (GDPR), which includes lawful processing, transparency, and respect for individuals’ rights. Scraping publicly accessible data is generally legal if it does not harvest private information or bypass security measures.

How to Scrape LinkedIn Data at Scale (Complete Guide)

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.

No-Code LinkedIn Scrapers

Then it packages this data into datasets that customers can call using APIs. On the other hand, ZenRows is perfect for any developer who needs to scrape large amounts of data or for anyone struggling to scrape LinkedIn and bypass LinkedIn captchas. It’s also great if you have specific scraping needs that other tools can’t address.

• Lemlist is a cold email software designed to improve reply rates and simplify sales engagement and outreach automation.
• You can use the extracted data to create targeted lists of prospects for outreach and lead-generation campaigns.
• This social scraping tool is compatible with proxies and features automated proxy rotation to optimize data collection.
• These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more.
• If a prospect responds, they are moved from your campaign into your pipeline for you to close.

Is it necessary to have technical skills to use a LinkedIn scraper API?

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. And we’re not just talking basic stuff like names and job titles – it captures location and company details down to years of experience and connection counts.

Fast Linkedin Data Extraction

The constantly updated CRM enhances sales and marketing teams’ work results. 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.

Profile Checker

Customize these search criteria to find specific job opportunities across different locations and requirements. Update the url and limit fields to retrieve articles from specific LinkedIn profiles. Find detailed data on LinkedIn articles authored or interacted with by users.

Best HTML Parsing Libraries for Web Scraping

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.

Manual Scraping

• By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business.
• It’s packed with professionals, companies, and decision-makers just waiting to be part of your network.
• The process of scraping LinkedIn involves setting up search filters based on certain criteria, such as job title, location, company name, and industry.
• More than just a simple scraper, it’s a one-stop shop for streamlining your entire LinkedIn outreach process from start to finish.
• By syncing data such as job titles, company details, and contact information, you can turn your CRM into a powerful platform for sales engagement.
• During this step, you can tell Phantom how many profiles it can process during each launch.
• 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.

Then this blog will introduce you to some of the best social media scraping tools available in the market for lead gen. No-code LinkedIn scrapers are ideal for individuals and businesses that need data extraction without programming knowledge. These tools provide intuitive interfaces and pre-built workflows that help you to scrape LinkedIn efficiently. 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.

Full code and view the collected data

“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 the help of data processing and extraction magic, you can automatically extract data from any list or text and start using it for your own use case. The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides. The tool has been designed to extract data from LinkedIn profiles with high precision, ensuring that the data you collect is accurate and up-to-date. This is essential for businesses that rely on accurate data to make informed decisions about their marketing strategies.

The initial approach you used to scrape LinkedIn can face challenges, including pop-ups and reCAPTCHA, leading to potential code blockages. 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.

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. It is best for anyone looking to quickly extract valuable data and insights from LinkedIn profiles and other websites.

LinkedIn Scraper exposes an API to retrieve data from company or individual pages in Python. Behind the scenes, it uses Selenium to automate user interaction on LinkedIn pages. LinkedIn Scraper is a free and open-source Python library available on GitHub. With over 1.8k GitHub stars and thousands of monthly downloads, it represents the most popular Python LinkedIn scraping tool. In this code, you’re using requests to fetch a LinkedIn page and BeautifulSoup to parse it.

Common Scraping Challenges with Free Method

With Zopto you can create multi-step campaigns with automated connection requests, follow-up messages, and InMail responses to nurture leads over time. Dripify is the best LinkedIn scraper that helps users extract data and insights from the world’s largest professional networking platform. With Dripify, you can easily automate data extraction from LinkedIn and save time while obtaining the valuable data you need. The top LinkedIn scraping tools will extract a wealth of data from LinkedIn profiles, such as job titles, company names, and education. You can then analyze this data to gain insights into your target audience on LinkedIn.

You connect to a Chromium browser through a proxy, navigate to the company page of SpaceX, and extract the About us description and Company size. Remember, while it’s technically possible to navigate around LinkedIn Scraper these techniques, doing so may violate LinkedIn’s terms of service and can lead to your account being banned. Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it.