How to Scrape LinkedIn Data at Scale Complete Guide

Hence, this API stays compliant with data protection laws including GDPR and CCPA. Install PhantomBuster’s browser extension and connect to your LinkedIn. The safest and most efficient way to connect your account to this extension is by using a session cookie.

Scrape LinkedIn Learning

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.

Aspect To Consider When Evaluating LinkedIn Scraping Tools

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.

PeopleDataLabs

Leverage the data you received from LinkedIn scraping to build outreach campaigns and reinforce your sales strategy. This extension captures details such as first name, company name, and LinkedIn URL and then adds them to your selected Lemlist campaign. You can also add leads individually to Lemlist, including extra details from their LinkedIn profiles, like job titles, certifications, industries, and company information. Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly.

Scrape Any Data from LinkedIn, Without Limits.

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.

Global Linkedin Data

LinkedIn scrapers can be integrated with other tools to create an automated outreach process. One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service. This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.

Why do you Need LinkedIn 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. ZenRows is perfect if you need a high degree of control and customization. It scales beautifully, allowing you to gather massive amounts of data quickly. And if you’re a tech savvy developer, you can jump ahead and learn how to scrape LinkedIn as a developer here. Our software ensures compliance, efficiency, and customization to meet your goals. However, the effectiveness of LinkedIn scraping hinges on a responsible approach.

Scrapingdog

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.

Common Scraping Challenges with Free Method

• Its endpoints enable users to search for companies based on specific criteria and perform additional data enrichment tasks.
• Use LinkedIn data to sharpen your outreach strategies, focusing on key professionals and customizing engagement efforts.
• The tool has a simple and user-friendly interface that lets you quickly and easily extract data from LinkedIn profiles.
• Developers can create their own scraping agents, called actors, and make them available to the community.
• 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.
• This makes it an incredibly useful tool for businesses looking to generate leads, build targeted email lists, or conduct market research.
• It is powered by the capability to extract data from LinkedIn profiles based on various filters, including keywords, location, industry, and more.

Update the configuration file or pass the cookie directly when running the script. Since the tool is primarily focused on employee enumeration, let’s go ahead and see how we can pull that data. Then, authenticate your LinkedIn account using email and password (use this responsibly to comply with LinkedIn’s terms of service). Let me show you how you can pull up a LinkedIn profile through this tool using Python. 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.

Linkedin Scraper (GitHub)

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.

• They are a generalist automation platform that offers a lot of different scrapers, including some for LinkedIn.
• Besides, insights from scraping can reduce the time spent on leads that don’t match, streamline sales workflow, and ultimately increase the chances of closing deals.
• This information can help enhance sales, marketing, and recruitment strategies.
• You can easily customize them or build your scraper from scratch using Apify’s user-friendly tools.
• One of the strong points concerning the benefits of a LinkedIn Scraper API is its speed.
• Another huge plus is that PhantomBuster makes sure you don’t go over LinkedIn’s rate limits.
• Lemlist is a cold email software designed to improve reply rates and simplify sales engagement and outreach automation.
• 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.
• Connecting your HubSpot CRM to PhantomBuster can automatically enrich your new contacts.
• These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more.

The initial approach you used to scrape LinkedIn can face challenges, including pop-ups and reCAPTCHA, leading to potential code blockages. However, utilizing the Bright Data Scraping Browser allows you to overcome these obstacles, ensuring uninterrupted scraping. In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup. After you learn about the process step-by-step, you’ll also learn about the Bright Data solution that makes scraping LinkedIn much faster.

• You should never invade a person’s privacy or indulge in malicious activities while scraping data.
• Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it.
• 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.
• Despite being super fast and easy to use, the tool collects leads across the platform and supports automatic bulk data extraction.
• In this article, I will guide you through LinkedIn’s limitations and provide practical tips for responsible scraping.
• In this code, you’re using requests to fetch a LinkedIn page and BeautifulSoup to parse it.
• They guarantee fresh profile data updated within the last 29 days, ensuring you always have access to the latest and most relevant information.
• 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.

Manual Scraping

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.

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.

Key Features of Coresignal

Bright Data’s LinkedIn Scraper is the ultimate data-mining machine for extracting every juicy bit of public data from LinkedIn. What would take weeks of manual labor can be done in minutes by a LinkedIn scraper, saving you ridiculous amounts of time and effort. Extracting insights and contact details from endless people and companies on LinkedIn is one tedious, mind-numbing task. Data scraping, is not illegal per se, but LinkedIn’s Terms of Service prohibit unauthorized scraping, including job scraping. By analyzing competitors’ profiles, businesses can gain insight into their strengths and weaknesses, as well as their strategies for success.

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. It is a Chrome extension tool that works on top of your LinkedIn account. It is a Chrome extension that allows you to use your own LinkedIn account to scrape LinkedIn.

Profile Checker

Data scraping is an efficient way to collect data for processing, analysis, or presentation. 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). This allows us to be systematically up to date in the information we deliver.

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.

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.

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.

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.

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.

In that case, you should consider moving to Cloud based LinkedIn scraper. Learn all about the LinkedIn API, with comprehensive Python code demos. Dive into the world of LinkedIn APIs, official and third-party alternatives, and understand how to access and utilize LinkedIn profile data through Python code examples. The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn. It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features.

• 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.
• When used wisely, scraping LinkedIn can significantly boost your outreach in 2025.
• 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.
• The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams.
• Contact our sales team through WhatsApp, Telegram, Skype, email, or live chat.3.
• The suites of APIs and bulk delivery use advanced algorithms to extract valuable data from around the web, including LinkedIn.
• Collect prospects’ profiles using our LinkedIn scraping tool and keep all your leads in one place to focus on the right deals.

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.

Captain Data is a code-free platform that helps extract, compile, and integrate data from various sources easily. This tool allows you to automatically scrape employee profiles from specific companies, making it easy to gather data from thousands of profiles. You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder. The free Chrome extension lets you find pre-verified lead contacts and collect their profiles with details such as job title, company website, location, and more. Although the platform is mainly known for its excellent cold email software and outreach automation tools, Snov.io also offers features for effective LinkedIn scraping.

LinkedIn has strict rules that don’t allow people to collect data without their approval. Breaking these rules can get you into legal trouble, such as having your account suspended or getting fined. Well, copying and pasting info from LinkedIn profiles one by one is super time-consuming. Customize the API to meet your specific LinkedIn data extraction needs. 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.

However, they also offer the possibility of extracting data from various places on LinkedIn. Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets. It allows you to manage all your LinkedIn data enrichment operations directly from Google Sheets.

Lemlist has a cockpit management feature, which serves as a single dashboard, where you can manage your team accounts. If a prospect responds, they are moved from your campaign into your pipeline for you to close. The Dux-Dash campaign statistics provide a clear overview of areas that need improvement to optimize your LinkedIn lead generation efforts. Now, use the command line to specify the type of data you want to scrape. Fetch a person’s LinkedIn profile data using their public profile URL or unique identifier.

However, no scraper guarantees 100% undetectability, and LinkedIn actively works to detect and block scraping. The point-and-click interface is easy to figure out even if you don’t have any instructions or tutorials. Just copy the URL you want to scrape from, and then use the browser interface inside the platform to point and click.