Are you tired of manually scouring LinkedIn profiles for potential candidates or business leads? LinkedIn data scraping tools help you gather and extract valuable data from LinkedIn, making your search for the perfect employee or client a breeze. A LinkedIn scraping tool is software or script that can directly access LinkedIn using a web browser.

Leveraging the scraped LinkedIn data

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. Trial plan include 20 requests with all the features of the paid plans. You can also self-host our open-source package if you want to manage scaling yourself.

How To Scrape Data from Any Website: 5 Code and No-Code Methods

Regular LinkedIn scraping keeps companies agile, well-informed, and ready to adapt to market changes. LinkedIn uses anti-scraping technologies to protect user privacy and prevent unauthorized data extraction. Violating these measures can lead to severe account restrictions or even bans. The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams. However, LinkedIn limits data access, strictly forbidding scraping and making its API hard to access and highly restricted. You can easily find your ideal prospects based on criteria like job title, industry, location, etc., and automatically enroll matching profiles into your automated campaigns.

Integrate in Your Code

• LinkedIn events are a great source of leads as you can see people who are interested in a particular topic.
• If you want to grow your business, LinkedIn is one of the best places to start.
• While all of these data scrapers are reliable and safe, they have different pricing models.
• Octopus CRM advertise themselves as “the all-in-one LinkedIn automation tool”.
• Also, you should be scraping LinkedIn for legitimate purposes only, such as recruitment, lead generation, or marketing.
• Just a few clicks and bam, you’ve got a scraper up and running, pulling in all the data you need.
• Now, it’s time to start contacting your leads and turning them into clients.

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. A quick look, and the app is geared for lead generation and GETTING YOUR MESSAGE OUT. The Snov.io is a great sales automation tool, small-scale CRM, email marketing tool, and lead generation tool.

Best Instant Data Scraper Alternatives [+ How to choose]

• 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.
• However, they also offer the possibility of extracting data from various places on LinkedIn.
• You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder.
• You can also collect leads from Sales Navigator searches for a more advanced approach.
• Proxycurl is a powerful API platform to gives you programmatic access to fresh and comprehensive public data from LinkedIn.
• Just copy the URL you want to scrape from, and then use the browser interface inside the platform to point and click.

Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels. Pin LI Prospect Finder in your extension bar on the top of the browser for easy access. The main difference between Evaboot and other tools compared in the article is that this platform requires a LinkedIn Sales Navigator subscription.

Extract number of jobs available at each company

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. Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it.

Method 1: Manual LinkedIn Scraping

Octopus CRM advertise themselves as “the all-in-one LinkedIn automation tool”. But on closer inspection, it’s actually not very hard to extract data. Unlike tools like LinkScrape or LinkedIn-API by TomQuirk, TufayelLUS Scraper excels at extracting specific skill details and endorsements. This makes it ideal for talent acquisition or workforce skill analysis. By analyzing the scraped data, you can track industry trends or gain insights into your competitors.

• Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction.
• 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.
• The best thing here is definitely the workforce dynamics (aggregated workforce statistics).
• Discover top tools and choose the best LinkedIn scraper to quickly find and connect with high-value prospects.
• You can also scrape LinkedIn data by using cookie-based applications like PhantomBuster.

How to Build LinkedIn Data Scraper with Python (Easy Guide)

Plus, many offer other exciting features like automation to help you find and connect with the right people on LinkedIn in autopilot mode. Dripify is a LinkedIn automation tool that helps sales professionals automate various tasks on LinkedIn. They provide a LinkedIn scraper that enables users to access lead data available on LinkedIn and export the collected data to a CSV file. ScrapIn is one of the best solutions for scraping LinkedIn data at scale. 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.

Captain Data

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.

Trusted by Leading Data Companies

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. This feature is called the “Auto-Visit” feature, allowing users to visit many LinkedIn profiles in auto-pilot mode. These features make it a useful tool for generating leads, allowing you to view potential leads’ profiles and determine if they are a good fit for your business. This LinkedIn automation platform is very efficient at collecting data; it can quickly scrape thousands of LinkedIn profiles in just a few minutes. This is particularly useful for recruiters and sales professionals who need to generate leads from LinkedIn quickly.

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.

Best Methods to Scrape LinkedIn Data

LaGrowthMachine is a sales automation tool that helps sales teams and recruiters benefit from the most advanced growth techniques without technical skills. This helps users create unique insights that usually take hours of human work. “User friendly linkedin scraper”Scrupp.com is the most amazing project management tool I have ever used. Scrupp.com also makes it easy to collaborate with my team members and share files.

LinkedIn-API by tomquirk

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.

• LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need.
• This information can be used to create targeted lists of potential customers for your sales team to contact.
• Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels.
• 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.
• The platform can handle tasks like extracting public profiles, job postings, or company information.
• So, it’s easier to use LinkedIn scraping tools, which provide a significant advantage by automating data collection and streamlining your marketing efforts.
• When adding new prospects’ profiles, you can choose the list of where to save them.
• Businesses can use LinkedIn scraping to identify potential collaboration and growth opportunities.

Is it legal to scrape LinkedIn data?

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.

How to Scrape Job Postings [+Python code]

For example, you might notice hiring surges in a particular sector or identify leads based on job roles and industries aligned with your target audience. After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot. The tool collects basic information such as full name, company, job role, and LinkedIn profile URL and exports it as an Excel file.

• Compare features, pricing, and reliability to find the perfect solution for your data needs.
• Here, we have tried to unveil the most intriguing ways to scrape LinkedIn.
• All the data scraped is displayed below and you can even choose the format.
• Xverum provides paid access to its massive-scale open web data with an aim to empower ML and SaaS platforms.

Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs. Originating from Pennsylvania, USA, Jayden’s journey in technology began early, evolving into a career marked by a profound understanding of web development. Specializing in ethical and efficient data extraction, he navigates the complexities of proxies and VPNs with finesse.

The scraper then searches through thousands of LinkedIn profiles based on these criteria and extracts the desired data from each profile or page. This can be a time-consuming process if done manually, but with the help of a LinkedIn scraper, you can accomplish it in a matter of minutes. A LinkedIn scraper is a useful tool for recruiters, salespeople, and marketers who want to gather data on potential clients or employees. It helps you save time and effort by automating the data extraction process. Bright Data is a data collection platform that provides businesses and individuals with various web scraping and proxy services. They have a dedicated web scraper for LinkedIn that extracts and parses LinkedIn public data.

Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks. By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights. 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%. Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML. 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.

If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool. First, you need to determine what type of data you want to extract from LinkedIn. For instance, you can look for job postings, profiles, or company information. Identifying your target data allows you to find what you exactly need, which in turn saves time and effort. 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.

Thus, the adoption of this technology will allow the business to take an informed, agile approach to connecting clients and prospects for success. This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world. A suitable LinkedIn Scraper API extracts all this data in real time, offering an all-rounded view of any professional.

This eliminates the need to switch between multiple tools, saving you valuable time and effort. Here are the 26 best LinkedIn scrapers and automation tools to help you streamline your lead generation efforts and export your lead lists more easily. Below are our top picks of LinkedIn scraping tools to make the process easier. Each is suited to different user needs, from developers seeking web scraping APIs to marketers in need of no-code solutions. While all of these data scrapers are reliable and safe, they have different pricing models. As such, you should make sure to research multiple tools, compare their pros and cons, and consider their prices to find the best LinkedIn scraping tool for your business.

The data obtained through a LinkedIn scraper allows you to stay updated with the latest market trends. This helps with obtaining accurate professional information for sales purposes. Modify these search URLs to collect job listings from specific companies or search results. While manual web scraping works for small projects, it becomes increasingly challenging at scale. For reliable, efficient, and scalable LinkedIn data collection, Bright Data provides a superior solution that saves time and resources while delivering higher-quality results.

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.

If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley. Import.io allows you to pull data from LinkedIn or any website and have this data updated in real time. Just map the data on a page and the platform’s algorithm will do the rest. What you get is an API that gives you real time access to the data on that website.

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.

The main disadvantage of this solution is that—at the time of writing—LinkedIn is not on the list of supported sites. Whether you’re scraping data for market research, talent acquisition, or competitive analysis, these tools and techniques can help you gather the information you need. A multi-purpose tool that can scrape LinkedIn along with various other websites. The platform can handle tasks like extracting public profiles, job postings, or company information.

LinkedIn is an excellent platform for growing your business or career. Some APIs need technical skills to use, but others are easier to work with. If you’re not a developer, look for APIs that have a simple design or come with ready-made connections. Hopefully, you now have a pretty good idea of the best LinkedIn Scraper APIs in 2025.