How to Scrape LinkedIn Data at Scale Complete Guide
Lyne leverages AI and Machine Learning to uncover information that the average sales rep couldn’t find, providing users with a competitive edge. Findymail is a powerful B2B email finder designed to automate and streamline finding verified professional email addresses. Similarly, recruiters can use PhantomBuster to automate their outreach and make their recruitment process more efficient.
Full Scale/Enterprise LinkedIn Scrapers
Now that we have figured out what LinkedIn scraping is and how it can benefit your business, let me share some of the most efficient tools for this task. LinkedIn scraping lets companies identify the right individuals to connect with. A data-driven approach makes it more likely to build successful connections that will result in effective professional network expansion. Manually scraping LinkedIn company pages and professional profiles is a Sisyphean task. And if you’re job hunting or looking to hire, their 399 million job posting records are a goldmine for tracking company growth, talent acquisition trends, and the job market pulse.
- By collecting data on key decision-makers, industry leaders, and influential companies, businesses can reach out to those most relevant to their networking goals.
- The cloud extraction feature, for example, distributes your scraping tasks across multiple cloud servers, drastically speeding up large extraction jobs.
- And finding the best LinkedIn scraping tool for your use case is a total head-scratcher.
- If they don’t, you can always download the CSV or Excel file they provide and use the import feature of your CRM to add your leads to it.
- This hack you can use to extract your competitors’ company page followers.
- And as a LinkedIn job scraper, you can use it to research potential candidates you may approach with job opportunities.
- This alleviates issues with consents, personal data and other compliance hurdles.
- You can take advantage of advanced search filters offered by LinkedIn.
Step 2: Set up your LinkedIn data scraping project directory
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.
Is LinkedIn Scraping legal?
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.
The Comprehensive Guide to B2B Data
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. Whether you’re a recruiter, salesperson, or just someone looking to network, these tools will help you get the job done quickly and efficiently. The Bright Data LinkedIn Scraper API allows developers to programmatically extract public data from LinkedIn profiles, companies, job listings, and posts. This enterprise-grade solution handles complex infrastructure requirements including proxy management, request throttling, and data parsing.
How to Find Anyone with LinkedIn Search
The reason is that the company controls one of the largest, widest, fastest, and most reliable proxy networks in the world. This includes millions of residential proxies, which are ideal for implementing web scraping tools. 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.
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- Whether you’re targeting individuals or looking to gather company data, scraping LinkedIn can be an absolute goldmine.
- Install PhantomBuster’s browser extension and connect to your LinkedIn.
- 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.
- The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams.
- LinkedIn company scraper offers a range of customization options to refine your searches and target specific audiences.
- Apify is another cool online platform that makes it super easy for developers to create and run scraping tools.
- LinkedIn scraping helps automate lead generation and improve prospect targeting.
- Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients.
Proxycurl will provide you with a simple and scalable API that you can build into whatever you need it to be, or into your existing systems. It easily solves the need of having to scrape LinkedIn profiles, and you gain access to even richer data than you could obtain by scraping LinkedIn alone. For those less technically inclined, no-code scrapers like ParseHub or Octoparse and browser extension-based tools like Waalaxy, Evaboot, or Octopus CRM might be more suitable. A lot of standout features in this tool, starting with the Boolean search, which allows you to combine keywords with modifiers like and, not, and or to get more relevant results. The platform also has an AI robot that can work on your behalf and search for potential candidates that qualify for a job.
Full code: Scraping Profiles with Selenium
Extract job listings using advanced search criteria and filters to find relevant opportunities. Update the job URLs to collect information about specific job listings. Unlike most solutions on the market, we do not use a database (neither purchased nor built up from our clients).
- The best LinkedIn scraper allows you to perform targeted searches based on specific criteria.
- Snov.io is a comprehensive sales engagement and automation platform that provides powerful tools for prospecting and business growth.
- 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.
- For each course, you extract and print the title, creator, duration, and link.
- Time to find out which are the best tools for scraping data from LinkedIn based on the criteria presented earlier.
- Supercharge your CRM system by enriching it with real-time LinkedIn data insights.
- As explored here, the best tool is Bright Data’s LinkedIn Scraper API.
- I often spent hours looking for contacts or job listings, but I ended up with messy notes and missed opportunities.
- By now, it’s clear that not all LinkedIn scraping tools are made for a single purpose.
Now, let me talk about Nimble’s Web API and why it’s a fantastic pick for scraping LinkedIn posts.
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.
Optimize your recruitment processes:
This approach allows sales reps and marketers to tailor messaging to each prospect’s roles, needs, and preferences, making the outreach more personalized and, thus, more effective. In general, LinkedIn scraping saves hours that otherwise would be spent manually searching for qualified LinkedIn Scraper candidates. So, while scraping LinkedIn can be highly effective, it’s crucial to be aware of anti-scrapping measures and follow ethical guidelines to avoid all risks. Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team.
No-Code LinkedIn Scrapers
- By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages.
- Customize the company URLs and date ranges to retrieve posts from specific company pages.
- Pricing for the API is not publicly disclosed and requires direct negotiation with LinkedIn, depending on the intended use case and volume of data access.
- The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides.
- Fret not; we’ve done the research for you and compiled a list of the best LinkedIn scraping tools available.
- Discover top tools and choose the best LinkedIn scraper to quickly find and connect with high-value prospects.
- Sign in to your Snov.io account or create a new one to sync the extension.
You can then export the scraped data to your database or as a spreadsheet document, such as CSV or Excel. LeadCrush lets you quickly export leads and their email addresses from LinkedIn profiles and LinkedIn Sales Navigator to Google Sheets. And just like Lemlist, this tool is highly customizable, allowing you to specify your search criteria on a variety of parameters, such as location, industry, and more. This makes it an excellent tool for businesses looking to generate leads, build targeted email lists, or conduct market research.
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.
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.
Web Scraping: Unlocking Business Insights In A Data-Driven World
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.
Apify (4.3/ ⭐⭐⭐⭐⭐
If you aim to scrape LinkedIn to add the data to your CRM, Surfe will be a handy tool. Expandi also provides educational resources to help users become more proficient in LinkedIn outreach. MeetAlfred (ex-Leonard) is a powerful multichannel cold outreach tool with many integrations. It also offers features to manage team efficiency and productivity, and i.
Data depth and freshness
In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation. Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there. If you need to scrape LinkedIn profiles for things like talent acquisition, market research, or sales prospecting, Scrapingdog can help you get all the data you need easily. PhantomBuster offers a LinkedIn profile scraper and a company scraper to scrape public data from the platform. Nimble is a web data gathering platform providing various scraping APIs tailored for specific purposes such as SERP, E-commerce, Maps, and a general Web API.
The Benefits of Using a LinkedIn Scraping Tools
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. Jayden’s commitment to responsible tech practices shines through, advocating for privacy and staying at the forefront of industry advancements. A collaborative figure, he shares knowledge through mentoring and public speaking, making a lasting impact on the tech community.
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. With ScrapIn, there’s no need to have a LinkedIn account, which means you can bypass the platform’s viewing and extraction limits entirely. This API provides unlimited usage, allowing you to access a vast amount of data that would otherwise be unattainable due to LinkedIn’s restrictions. Besides, this LinkedIn automation tool allows you to collect unlimited LinkedIn information.
“Awesome tool for outreach”The level of personalisation and the quality of the AI copy. Now with Lyne we can quickly set-up outreach campaigns and do a lot of testing what works best. The tool is celebrated for its speed, ability to scrape locked profiles, and unlimited page scraping capability. This ensures you have clean lists for email campaigns and CRM integration. It allows sales and ops teams to create automated workflows and save time.
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. 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.
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.
In addition to LinkedIn scraping, Captain Data integrates with various sales automation tools, which allows it to build a complex prospecting process. So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date. By collecting actual profile details, you can ensure the contact database remains fresh and well-enriched. The constantly updated CRM enhances sales and marketing teams’ work results.
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.
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.
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.
“Extremely useful tool for economic research”I use Bright Data to collect data on employment in Israeli high-tech. The database covers a large portion of the employees in the industry, is frequently updated, and is straightforward to access. “Excellent service for optimizing LinkedIn outreach.”I like that it’s easy to use and allows me to run multiple campaigns.
The most effective setups for data extraction usually rely on one of the tools mentioned here. Oxylabs is a well-known proxy provider but also offers some scraping tools. One of these services is a scraping API to retrieve data from web pages, even if they are protected by anti-bot solutions. 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.
You’re looking for div elements with the class content-hub-entities, which hold the article listings. For each article, you extract and print the title, description, and link. This code fetches job listings from a LinkedIn search page for frontend developer positions in the United States. With a considerable number of professionals joining every day, LinkedIn tends to serve as a vast and authentic resource for data collection.
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.
This LinkedIn Scraper is a free and open-source Python library hosted on GitHub. It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles. You can rest assured and be confident that the data collected with the help of PeopleDataLabs is reliable and can be used to drive your marketing efforts forward.