According to recent research, there are more than one billion people on LinkedIn globally. Ideally, it is a marketplace for corporate connections and job opportunities. It offers unparalleled access to a vast database of professional profiles, company information, and job market insights. Brightdata has a cloud-based LinkedIn profile scraping service that lets you scrape LinkedIn profiles, searches, jobs and more without you having to use your LinkedIn account.
Key Features of Nimble
Browser-based scraping runs its automation by simulating clicks directly on your browser and replicating human behavior. The tool has features like image and GIF personalization, smart sequences, and integrations with other tools through Zapier, Integromat, or a custom-made webhook. The platform serves various use cases such as eCommerce, social media, SERP & SEO, Ad Tech, and market research. Their main goal is to offer automation, but you can also scrape data from LinkedIn using it. Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders. Captain Data is a no-code platform that extracts, aggregates, and integrates data.
How to Scrape LinkedIn: 2025 Guide
In addition to LinkedIn data scraping, Octopus CRM is powered with advanced functionalities, such as automated LinkedIn messaging and connection requests. This means you can use this tool to connect with new prospects, send personalized messages, and manage your LinkedIn outreach campaigns more efficiently. LinkedIn data scraping can be a powerful tool for monitoring your competitors.
Why scrape data from LinkedIn?
“Solid Boost to My LinkedIn Marketing in Just a Few Weeks”Expandi has really stepped up my LinkedIn sales game in a short span of time. BrightData, formerly known as Luminati, is a leading web data platform that provides businesses with structured data from websites. It emphasizes validated email extraction, providing accuracy and effectiveness in lead generation. The tool offers email finding from names, domains, and LinkedIn profiles, along with email verification for high accuracy. They also extract data from social media like Instagram, Facebook, or TikTok. What’s more, Meet Alfred’s campaign sequences feature lets you create personalized messaging sequences that can be sent automatically to potential leads.
Top 10 LinkedIn Scrapers
It allows users to send personalized invites, messages, and InMails and also supports email outreach. Lemlist is a powerful cold email software and outreach automation tool to help businesses grow. It’s a LinkedIn automation tool aiming to create automated LinkedIn prospecting sequences.
Desktop-Based Linkedin scraping
In less than 10 minutes, I had 5,000 profiles of marketing managers, complete with names, positions, and company info, all in a neat CSV file. You get data such as names, job titles, and company info—all in one go. Zyte, a web scraping company, provides a general-purpose API equipped with data parsing capabilities, primarily catering to the e-commerce sector. Its dashboard features an API playground that automatically generates code snippets based on selected parameters. Time to find out which are the best tools for scraping data from LinkedIn based on the criteria presented earlier.
Saved searches
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.
- Sales Navigator offers an array of more than 30 filters, which are divided between those that pertain to companies and those that are relevant to individual professionals.
- Trial plan include 20 requests with all the features of the paid plans.
- Browser extension LinkedIn scrapers are an ideal option if you’re working alone or in a small team.
- After you have downloaded the Evaboot extension, just add it to Chrome.
- The top LinkedIn scraping tools will extract a wealth of data from LinkedIn profiles, such as job titles, company names, and education.
- This ensures you have clean lists for email campaigns and CRM integration.
- For instance, you can find experience, education, and skills by clicking on the profile’s contact info.
Building cold emailing lists
- LinkedIn Scraper exposes an API to retrieve data from company or individual pages in Python.
- It is a Chrome extension tool that works on top of your LinkedIn account.
- Captain Data is a no-code platform that extracts, aggregates, and integrates data.
- If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool.
- Learn all about the LinkedIn API, with comprehensive Python code demos.
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.
PeopleDataLabs
This tool’s main goal is to automate sending LinkedIn messages and connection requests, but it can also export LinkedIn searches. Linked Helper is one of the oldest LinkedIn automation tools on the market. “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.
Integrate in Your Code
- 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.
- The initial approach you used to scrape LinkedIn can face challenges, including pop-ups and reCAPTCHA, leading to potential code blockages.
- If you aim to scrape LinkedIn to add the data to your CRM, Surfe will be a handy tool.
- LaGrowthMachine is a sales automation tool that helps sales teams and recruiters benefit from the most advanced growth techniques without technical skills.
- Now, it’s time to start contacting your leads and turning them into clients.
- Integrate your scraped data with your CRM to centralize your lead information and streamline your workflow.
- In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation.
- Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks.
And finding the best LinkedIn scraping tool for your use case is a total head-scratcher. It will send us directly to the LinkedIn job search result page, where we can create a new search. For the sake of this example, let’s say that we’re trying to build a list of product management jobs in San Francisco.
Linkedin Profile Scraper
Then, you can import this data into your CRM to automatically enrich new contacts and tailor your lead generation strategy. Keep in mind that the information available on public profiles changes from page to page depending on what the user has decided to make public. To get the HTML content, you use Playwright’s evaluation method and then parse it with Beautiful Soup to find the specific elements and print the extracted information. You leverage Playwright’s asynchronous features by defining an async function called main(), and you start the script’s execution with asyncio.run(main()). In this article, we are going to unfold the simplest and more efficient ways to export leads from LinkedIn Sales Navigator.
How to Scrape Job Postings [+Python code]
Extract professional insights instantly with high latency, ensuring data is fresh and relevant. Both Bright Data and Apify delivered data in JSON format, while Nimble, using a more general-purpose API, provided JSON profile data about ~70% of the time. Each URL was processed once by each provider, and the responses were collected for analysis. We are going to explore 13 of the top B2B data providers offering high-quality data and valuable insights.
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.
Before we can scrape LinkedIn job listings, we first need to understand how to interact with its data. If in case your account is banned, contact LinkedIn and plead for reinstatement. The legality of scraping is based on different factors like the type of data, the website’s terms of service, data protection laws like GDPR, and much more.
- 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 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.
- When used wisely, LinkedIn scraping becomes a powerful asset, empowering businesses to streamline outreach, refine strategies, and make effective data-driven decisions.
- You don’t need to worry about LinkedIn’s CAPTCHA challenges or account blocks, LeadLoft takes care of it all.
- You can take advantage of advanced search filters offered by LinkedIn.
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.
For outreach campaigns, Waalaxy and Octopus CRM are designed with this primary function in mind. 30+ different options to choose from, no wonder you might feel overwhelmed! Now, let me break it down even further by highlighting key factors you should consider when selecting the right LinkedIn scraper.
Export Leads From Sales Navigator
- That’s because the tool extracts data from LinkedIn profiles and provides analysis and insights into the collected data.
- Customize the company URLs and date ranges to retrieve posts from specific company pages.
- This means you can build a database of leads in a fraction of the time it would take to collect the data manually.
- It will be a valuable asset for any business seeking a competitive edge in its industry.
- A LinkedIn scraper is a tool used to extract data from LinkedIn profiles and company pages.
- In less than 10 minutes, I had 5,000 profiles of marketing managers, complete with names, positions, and company info, all in a neat CSV file.
- No doubt, LinkedIn stands out as one of the biggest and richest resources for scraping valuable information.
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.
A tool that standardizes public employment records to create a comprehensive HR database, Revelio Labs is perfect for HR analytics and the data services industry. It provides workforce intelligence by analyzing publicly available workforce data. You also get predictive analytics that anticipate layoffs, growth, and role-specific demand, making it ideal for corporate strategy and workforce planning. The final extension based LinkedIn scraper, Dux-Soup is a great shout if you’re looking to optimize your outreach, without using complex tools.
The best thing about LeadCrush is its ability to scrape large volumes of data quickly and accurately. The tool uses advanced algorithms and machine learning techniques to extract data from LinkedIn, ensuring that the data obtained is accurate and up-to-date. Oxylabs allows you to export scraped data in multiple formats, including Excel, Google Sheets, CSV, MySQL, TEXT, and JSON.
Discover the top proxycurl alternatives for efficient LinkedIn scraping. Compare features, pricing, and reliability to find the perfect solution for your data needs. LinkedIn allows viewing 80 profiles per day with one free LinkedIn account. This limit extends to 150 profiles per day if you are using a LinkedIn sales navigator account. Once you have scraped LinkedIn data, you can use the information to make the most crucial financial decisions.
Helium Scraper is a versatile and powerful tool to extract data from any website, including LinkedIn. It allows you to scrape LinkedIn profiles based on many filters, such as keywords, location, industry, and more. 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.
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 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. There are several libraries available that allow for web scrapings, such as Beautiful Soup and Selenium. 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. It allows users to send hundreds of personalized follow-up messages daily on LinkedIn, Email, and Twitter, completely on autopilot.
All our data is gathered in real time, this is very interesting if you need to have always up-to-date data. 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. It’s a 7 year old product that’s used by over 300,000 users worldwide. It’s used by salespeople who want to grow their network on LinkedIn with their ideal customers and try to convince them to get on a sales call with them.
For instance, retailers can uncover bestselling products or monitor dynamic pricing trends to adjust their strategies. Today, social media is experiencing tremendous growth and thus changing how people communicate, connect, and do business. There are many social media platforms, and among the fastest-growing is LinkedIn. Stop relying on personal connections to get more customers and start generating high-quality leads in next 60 mins like our 3200+ users do. Brightdata’s LinkedIn scraper is a part of its Web Scraping IDE, with pricing plans as listed below. This is very similar to LinkedIn Sales Navigator scraper, but instead of scraping Sales Navigator search results, it scrapes LinkedIn search.
Dripify lets you build automated drip campaigns (or sales funnels) to nurture and engage your LinkedIn prospects on autopilot. Proxycurl is a powerful API platform to gives you programmatic access to fresh and comprehensive public data from LinkedIn. More than just a simple scraper, it’s a one-stop shop for streamlining your entire LinkedIn outreach process from start to finish. You can easily customize them or build your scraper from scratch using Apify’s user-friendly tools. With the right LinkedIn scraper, you can streamline your workflow, increase productivity, and ultimately see better results from your lead generation campaigns.
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. These APIs come equipped with integrated residential proxies, both dedicated and rotating. The Web API, in particular, offers tools like page interactions and parsing templates. 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.
Go with open source LinkedIn scrapers if you have a coding background. 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.
Simply put, you set up automation for LinkedIn, Twitter, Google, and other platforms to automatically extract data, surface new leads, and reach out to them. Waalaxy supercharges your lead gen with features like automated connection requests and follow-up sequences tailored to your ideal prospects. Waalaxy is a LinkedIn automation tool that takes the pain out of lead generation and prospecting on the platform. With its dedicated LinkedIn Scraper API, you can scrape profiles, company pages, job listings, and more, all while getting the data served up in a neat JSON format. Customizing scrapers to your specific needs is a breeze, whether you want to configure proxies, capture browser network calls, or extract data from lazy-loading UI elements. Think of it as a robotic bouncer sifting through profiles, posts, job listings, comments, positions, job titles—you name it—to grab whatever intel you need.
Although this method is free, you need to be a developer with some basic skills. This step involves visiting the relevant profiles and viewing the details like education, former job titles, experience, and connections. 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.
