10 best LinkedIn scraping tools for 2025

It requires no technical knowledge and automatically handles everything, including email and phone verification, data scraping, and even sending out email and LinkedIn messages. Leveraging your LinkedIn data not only enhances your outreach but also empowers your team with the insights needed to drive growth and build stronger connections with prospects. With this targeted approach, you can enhance your sales strategy by tailoring your outreach efforts. Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients. Sign in to your Snov.io account or create a new one to sync the extension.

Full code: Scraping Profiles with Selenium

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.

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You can identify high-potential candidates, particularly those open to new opportunities or with specific skill sets. TalentNeuron is another workforce analytics platform that offers insights into labor market trends, talent availability, and workforce planning. It combines LinkedIn data with other proprietary sources to provide global workforce intelligence. Browser extension LinkedIn scrapers are an ideal option if you’re working alone or in a small team. They’re lightweight, easy to set up, require no advanced technical skills, and deliver quick results. LinkScrape is another open source LinkedIn scraper, designed to scrape employee names from LinkedIn using company search results.

• Its endpoints enable users to search for companies based on specific criteria and perform additional data enrichment tasks.
• 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.
• This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more.
• 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.
• This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.
• The main disadvantage of this solution is that—at the time of writing—LinkedIn is not on the list of supported sites.
• You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder.
• As the campaign runs, Dux-Soup removes prospects who respond from the outreach sequence, adding them to your lead pipeline for personal follow-up instead.

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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.

powerful business use cases of LinkedIn data

For scraping LinkedIn, you’d probably need a browser worker since it’s a complex job. Our service handles all these complexities, allowing you to scrape any page with a simple API call. 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.

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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.

Scrape Anything from LinkedIn, without limits.

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.

• If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley.
• They have their plans drawn out on their website but to get the pricing details, you will have to contact them.
• With so many LinkedIn scraping tools out there, how do you know which one to choose?
• It’s important to note that email scrapers also give you some of this information along with their email addresses.
• So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date.
• Scraping publicly accessible data is generally legal if it does not harvest private information or bypass security measures.
• One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service.
• It is proudly sponsored by Proxycurl, as a tip of the hat to the developers’ spirit and ingenuity.

Linkedin Profile Scraper

For example, companies can review job postings, skills, and hiring patterns to identify which roles and expertise are in demand. Find a step-by-step guide on efficient LinkedIn scraping and leverage it for your business growth. Discover top tools and choose the best LinkedIn scraper to quickly find and connect with high-value prospects. With a few clicks, you can set these bad boys in motion, automating tasks like sending connection requests, endorsing skills, and extracting data from profiles and searches.

• 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%.
• During this step, you can tell Phantom how many profiles it can process during each launch.
• Extract professional insights instantly with high latency, ensuring data is fresh and relevant.
• Regular LinkedIn scraping keeps companies agile, well-informed, and ready to adapt to market changes.
• Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.
• Although manual web scraping works for small-scale data extraction, it becomes time-consuming and inefficient at scale.
• This functionality is especially beneficial for handling sites in niches like E-commerce, SERP, and Maps, which may not be as easily accessible with other APIs.
• Leverage collected profile details like job titles, industries, and so on to personalize your outreach.

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• This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing.
• This way, outreach efforts are always based on accurate and up-to-date information.
• With this targeted approach, you can enhance your sales strategy by tailoring your outreach efforts.
• Just load up the relevant template, make a few customizations if needed, and you’re ready to start scraping valuable LinkedIn data with just a few clicks.
• Bright Data’s LinkedIn Profile Scraper is a scraping API dedicated to LinkedIn public profiles.
• Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data.
• 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.
• The platform serves various use cases such as eCommerce, social media, SERP & SEO, Ad Tech, and market research.

Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration. One of the strong points concerning the benefits of a LinkedIn Scraper API is its speed. Imagine having to go through hundreds, even thousands, of LinkedIn profiles to scrape information from them manually. Not only would that take hours, but much critical information can be lost due to human error.

Access to Over 250 Million Linkedin Profiles

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.

LeadCrush

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. Just load up the relevant template, make a few customizations if needed, and you’re ready to start scraping valuable LinkedIn data with just a few clicks. Prospeo is a LinkedIn scraping and email-finding tool designed for efficient business outreach.

What is the best way to scrape LinkedIn data?

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.

This hack you can use to extract your competitors’ company page followers. If you export LinkedIn post commenters or likers and then reach out to them, that provides a great icebreaker for your LinkedIn Scraper prospecting messages. 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.

It’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades. But here’s the real kicker – Scrapingdog packs a serious punch when it comes to handling LinkedIn’s anti-scraping measures. Or go a step further and export it directly into your databases like MySQL, SQL Server, or Oracle with just a few clicks. And the built-in IP rotation keeps you anonymous by automatically cycling through different IP addresses, bypassing anti-scraping measures.

• It scrapes public LinkedIn data and works with third-party partners to get private data.
• By analyzing the scraped data, you can track industry trends or gain insights into your competitors.
• Connecting your HubSpot CRM to PhantomBuster can automatically enrich your new contacts.
• This makes it an incredibly useful tool for businesses looking to generate leads, build targeted email lists, or conduct market research.
• In addition, scraped data can help businesses keep up with their competitors, identify weaknesses, and refine strategies.
• 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.
• For instance, recruiters can instantly identify candidates based on their skills, experience, or certifications by structuring data from multiple profiles.
• The platform also has an AI robot that can work on your behalf and search for potential candidates that qualify for a job.
• This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud.

Web scraping is generally legal when done ethically and within the bounds of regulations like GDPR and CCPA. Businesses must adhere to website terms of service and avoid scraping sensitive or copyrighted data. Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks.

• 30+ different options to choose from, no wonder you might feel overwhelmed!
• However, the effectiveness of LinkedIn scraping hinges on a responsible approach.
• So, if you want to find out more about someone’s professional background or skills on LinkedIn, this scraper can do that for you quickly and easily.
• By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic.
• With the right LinkedIn scraping tool on your side, you can create targeted marketing campaigns that resonate with your audience, grow your brand presence, and drive sales.
• With Derrick, you can rest assured you are collecting the right data to make informed decisions and drive your business forward.
• Our software ensures compliance, efficiency, and customization to meet your goals.

Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly. With the right tools and smart practices, you can safely gather valuable insights on prospects, clients, and competitors within minutes. Octoparse is a powerful yet user-friendly web scraping tool designed specifically for extracting data from websites like LinkedIn without writing a single line of code. “A Game-Changer in B2B Lead Generation”Waalaxy seamlessly integrates with LinkedIn, making it a powerful extension of your LinkedIn profile. This integration allows you to access your LinkedIn contacts, view profiles, and send connection requests and messages directly through the platform. This eliminates the need to switch between multiple tools, saving you valuable time and effort.

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While that may be true for some of the older tools out there, modern APIs for LinkedIn Scraper are designed with ease of use in mind. Are you tired of manually searching for leads and spending hours on tedious tasks? 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.

You can access all publicly data available on Person LinkedIn Profiles such as Job Title, Position History, Educational background and so on. You can also get all Company LinkedIn Profile data such as Industry, Employees, Website, Location … Plus, I’ve included a JS script you can use for scraping LinkedIn and automating your activity.

If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl. You can get to scraping straight away, although the service might be limited and might need a paid subscription to fully unlock all the features. Bright Data is kind of unique, in the sense, it does not scrape data for you but provides proxies for your own scrapers. Its no-code data collector even allows users to bypass restrictions like CAPTCHAs and IP bans. In 2022, they launched a new line of dataset products, with variety that rivals or even exceeds that of Coresignal’s datasets.

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.