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

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.

• This information can help enhance sales, marketing, and recruitment strategies.
• The main benefit is that you do not have to worry about infrastructure, proxy servers, or getting blocked.
• Data has become the cornerstone of modern business strategy, helping companies stay ahead in competitive industries.
• The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams.
• If you don’t want to go through the hassle of scraping LinkedIn yourself, you can also buy a dataset of LinkedIn profiles directly from Brightdata starting at 2.5 per 1K records.

Linkedin Profile Scraper

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.

Job Listings Collection by URL

Unless you scrape the data that is publicly available, you don’t violate the Computer Fraud and Abuse Act (CFAA) and the Digital Millennium Copyright Act (DMCA). To successfully navigate this gray area, it is crucial to understand legal nuances and platform limitations. That’s why I’ve prepared the essential information you should know before scraping LinkedIn profiles. Open the lead’s profile, a company page, or a search results page with specific filters and launch LI Prospect Finder by clicking its icon in the top-right corner of your browser. With PhantomBuster, you can also extract lead lists from other platforms and export them directly to spreadsheets.

Requests per month

Once the data is extracted, it is usually stored in a database or spreadsheet format, making it easy for users to sort and analyze the information. It’s designed to collect public data like profiles, company info, job listings, and posts without you needing to worry about technical stuff like proxies or CAPTCHAs. Among its features is a LinkedIn Scraper to find and extract data from relevant‍ prospects and candidates in minutes. This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more. HeyReach is automation software to support agencies and marketing teams in scaling their LinkedIn outreach. It enables users to send unlimited connection requests and messages from multiple synchronized accounts within the same cloud-based platform.

Scrapingdog

This can help you build stronger connections and improve response rates. You can then use the collected information to inform your LinkedIn marketing strategies and stay ahead of the competition. What’s more, you can use a LinkedIn post scraper to analyze the types of content your competitors are sharing and the engagement levels they are receiving. 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.

Can I use a LinkedIn scraper API to automate other LinkedIn tasks?

Collect a wide range of LinkedIn data, from career history to current roles, in real-time. Ranking is in ascending order based on the lowest starting price, with the exception of the products of the article’s sponsors which are linked to their websites. Now, you can apply filters to further refine your choices and obtain specific data that meets your criteria, then click “Purchase options” to see how much it’ll cost.

• Now, let me break it down even further by highlighting key factors you should consider when selecting the right LinkedIn scraper.
• It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles.
• When I started using LinkedIn to connect with people and find leads, I quickly saw how tough it was to get useful information.
• For users who do not want to manually perform web scraping, Bright Data also offers an extensive LinkedIn dataset.
• Web scraping tools such as Bright Data has their own proxy infrastructure including IPs and servers.
• It simplifies LinkedIn operations by automating tasks such as scraping LinkedIn profiles to extract email addresses, phone numbers, and other data.
• According to Ascend2, 34% of marketers claim that marketing automation benefits lead generation and helps scale outreach.
• This allows you to automate your LinkedIn outreach efforts and generate more leads with less effort.

Profile Checker

It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates. “Automated LinkedIn network building & brand awareness – if a little clunky”The ease of importing lists, especially combined with Sales Nav, for a steady growth of connections. Even if you change the content of a Funnel, the queued activity isn’t edited. “Great tool to organize your work and contact new leads”It has been a very good experience so far and has resulted in good deals.I like the friendly approach from all team.

Best HTML Parsing Libraries for Web Scraping

Furthermore, the collection of detailed data helps identify patterns and trends that may well have remained hidden. For instance, by analyzing numerous profiles within a particular industry, companies are able to spot emerging skills or certifications that are increasingly becoming relevant. Such insight provides organizations with a competitive edge in terms of informed decision-making using actual and updated information. For instance, recruiters can instantly identify candidates based on their skills, experience, or certifications by structuring data from multiple profiles. Sales teams will have the latest information about leads to craft their pitches. The speed and accuracy of LinkedIn Scraper APIs ensure that businesses stay competitive and always ahead of trends and opportunities.

• With Derrick, you can rest assured you are collecting the right data to make informed decisions and drive your business forward.
• 30+ different options to choose from, no wonder you might feel overwhelmed!
• LinkedIn scrapers can be integrated with other tools to create an automated outreach process.
• Plus, with a range of APIs and integrations, piping your fresh LinkedIn data into apps, BI tools, and workflows is a breeze.
• One of Octoparse’s biggest advantages for LinkedIn scraping is its library of pre-built task templates.
• This tool’s main goal is to automate sending LinkedIn messages and connection requests, but it can also export LinkedIn searches.

How Do I Scrape LinkedIn Using Python?

Like Phantombuster, they are a generalist scraping platform, but they offer many LinkedIn automation and scraping features. This LinkedIn API is another Python library on GitHub for developers seeking programmatic access to LinkedIn data. It allows users to authenticate credentials and fetch data such as profile details, connections, and more in JSON format. However, accessing, exporting, and storing up-to-date data quickly and efficiently isn’t possible without a scraper designed for the task. The best thing about LeadCrush is its ability to scrape large volumes of data quickly and accurately.

View the exported data

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. Derrick provides you access to powerful data scraping features, including LinkedIn data scraping. Besides having data enrichment and processing features, it easily integrates with Google Sheets. One of the unique features of Dux-Soup is its ability to visit and engage with LinkedIn profiles automatically.

Key Features of Coresignal

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. 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 these techniques, doing so may violate LinkedIn’s terms of service and can lead to your account being banned.

best LinkedIn scraping tools for 2025

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. LinkedIn strictly opposes data scraping and has robust measures to prevent it. Most LinkedIn scrapers can directly send the data they extract to your CRM.

• Although this method is free, you need to be a developer with some basic skills.
• In addition to LinkedIn scraping, Captain Data integrates with various sales automation tools, which allows it to build a complex prospecting process.
• This may help a lot, especially when it comes to recruiting for hard-fill positions.
• You can connect this tool to Google Sheets or HubSpot CRM, which makes it really simple to organize and automate your lead generation.
• This LinkedIn Scraper is a free and open-source Python library hosted on GitHub.
• Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction.
• 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.

Explore user-friendly tools perfect for data extraction, from beginners to experts. These are referred to as the safe “Rate Limits” for LindekIn data scraping. Hence, if you respect these limits, you can prevent yourself from getting hit by LinkedIn’s algorithm. If you don’t comply, LinkedIn is likely to block your account due to unauthorized data extraction activity. You can take advantage of advanced search filters offered by LinkedIn.

• Octopus CRM Linkedin profile scraper helps you quickly obtain the latest information about your prospects, making it easier to engage with them and convert them into customers.
• CoreSignal is an incredibly versatile tool for data extraction and analysis.
• 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.
• With CoreSignal, you can scrape LinkedIn profiles based on multiple filters, such as job titles, company names, and industries.
• With a few clicks, you can scrape thousands of profiles matching criteria like job titles, skills, locations, etc.
• You can define the type of profiles you want to access, run automated scraping queries and download an up to date list of LinkedIn profiles with all public information you needed.
• If you’re a beginner, we recommend using the Trial version for 14 days to get familiar with the platform and move to a paid plan after you get comfortable with the tool.

It’s also great if you have specific scraping needs that other tools can’t address. But keep in mind, it only scrapes data that’s publicly visible on LinkedIn. Automated LinkedIn scrapers help companies and solo professionals gain valuable insights for growth while saving time for more priority tasks. To strengthen this point, I mention the case of LinkedIn Corporation versus hiQ Labs. The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information. According to Ascend2, 34% of marketers claim that marketing automation benefits lead generation and helps scale outreach.

• 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.
• Originating from Pennsylvania, USA, Jayden’s journey in technology began early, evolving into a career marked by a profound understanding of web development.
• Businesses can, therefore, cut to the chase without the bloat of superfluous information by personalizing.
• This allows us to be systematically up to date in the information we deliver.
• Elevate your data extraction skills and stay ahead in the world of business intelligence.
• If your focus is on data extraction and enrichment, Proxycurl offers a comprehensive solution.
• You can also retrieve structured data about companies, including funding details, office locations, employee counts, and more.

Enriching CRM with data

It hosts a wealth of information about professionals, companies, and job opportunities. For instance, recruiters might use it to find potential candidates, sales teams can identify potential leads, and researchers can use it for labor market analysis. Furthermore, the risk of having an account banned for unauthorized data extraction is nullified when using ScrapIn. Besides abiding by these “Rate Limits”, it’s also essential to stay away from unethical scraping.

Business Intelligence Through Web Scraping

The most common pricing reference you can get online is $99/person/mo. This will give you a clear roadmap of what to expect and help you find out which category best suits your needs. Just keep in mind that ZenRows only collects public LinkedIn data and doesn’t provide email or phone numbers. When comparing LeadLoft and ZenRows, the right choice depends on your needs and technical skills.

This automation not only saves time, but also ensures that you have accurate and up-to-date data to drive your marketing and outreach strategies. Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players. By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic. By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business. This information can be used to create targeted lists of potential customers for your sales team to contact.

It is the perfect tool if you’re looking to scale your LinkedIn outreach while maintaining a degree of personalization. Like I prefaced earlier, LinkedIn has their very own paid API that grants access to LinkedIn’s network and professional data. In fact, here’s a full demo of using a few Proxycurl APIs with real-life use-cases (including one using ChatGPT to build personalized email), by our very own CEO, Steven.

The safest and most efficient way to connect your account to this extension is by using a session cookie. Use a spreadsheet to record the data manually by taking notes and filling in the desired information in its relevant field. To avoid any confusion, make sure to keep your data organized by labeling it properly. Customize the company URLs and date ranges to retrieve posts from specific company pages. Discover all posts authored or interacted with by a specific LinkedIn profile.