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.

Method 1: Free LinkedIn Scraper

• By now, it’s clear that not all LinkedIn scraping tools are made for a single purpose.
• A multi-purpose tool that can scrape LinkedIn along with various other websites.
• Bright Data is kind of unique, in the sense, it does not scrape data for you but provides proxies for your own scrapers.
• Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets.

Their datasets they extract are focused on firmographic data (information about companies), individual profiles, and other relevant public data. 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.

Is it possible to scrape data from LinkedIn?

Expandi is a LinkedIn automation tool designed to help users enhance their outreach efforts. 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.

ScraperApi (4.7/ ⭐⭐⭐⭐⭐

You can also use no code tools like n8n.io and pipedream.com to use this API. 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. SalesRobot has two more plans if you want our professional sales and copywriting teams to personally provide message sequences, handle campaigns and outreach strategy. It’s important to note that email scrapers also give you some of this information along with their email addresses.

Frequently Asked Questions about LinkedIn Data Scraping

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. 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.

How do I find the best LinkedIn Scraper for me?

Once you are sure that the information provided in a profile is useful, just click on the “Scrap Profile” button. Customize these search criteria to find specific job opportunities across different locations and requirements. Update the url and limit fields to retrieve articles from specific LinkedIn profiles. Find detailed data on LinkedIn articles authored or interacted with by users. All our data is gathered in real time, this is very interesting if you need to have always up-to-date data.

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Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting. You can connect this tool to Google Sheets or HubSpot CRM, which makes it really simple to organize and automate your lead generation. Uncover new professional connections by extracting comprehensive LinkedIn profiles, perfect for identifying industry leaders and influencers. Similarly, targeting public posts of key finance executives and investment banks will help build a “radar” for the trending industries and stocks in the financial investment world. Similarly, top technology executives and venture capital firms’ posts will help you identify emerging startups and new products in the market.

Scrape profile data with Python Selenium

• First, you need to determine what type of data you want to extract from LinkedIn.
• “Powerful automation to boost your business growth”We use TexAu to extract, process, and filter data with just a few clicks of the mouse.
• It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling.
• Their datasets they extract are focused on firmographic data (information about companies), individual profiles, and other relevant public data.
• “A Game-Changer in B2B Lead Generation”Waalaxy seamlessly integrates with LinkedIn, making it a powerful extension of your LinkedIn profile.
• LinkedIn carefully reviews API access applications to ensure they align with their guidelines and terms of service.
• 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.

This is especially useful for high-volume outreach, allowing teams to reach more people while still focusing on high-quality, relevant prospects. The best way to scrape data from LinkedIn is to use scraping tools and automatinos, like Evaboot, Phantombuster, TexAu and others. With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms. This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn. It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture.

Key Features of Apify

While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data. Like most in this list, it deals with B2B data; extensive company and contact information, and is equipped with advanced search capabilities and integration options. The biggest reason you’d want to use Proxycurl is because it’s an incredibly versatile API that’s designed to be built into your existing systems and workflow. You won’t need any VPNs, proxies, a rotating index of LinkedIn accounts, or anything else.

How to Scrape LinkedIn Using a LinkedIn Scraper: 5 methods

During this step, you can tell Phantom how many profiles it can process during each launch. Once you have created an Evaboot account, click on “Get Chrome Extension”. After you have downloaded the Evaboot extension, just add it to Chrome. Go to a LinkedIn profile and look for the information you can extract. For instance, you can find experience, education, and skills by clicking on the profile’s contact info.

You’d just need to set the profile URL, and Scrapingdog takes care of the rest. 🔍 Real-Time Data Scraping📊 Scrape large amounts of data easily.🌐 No slowdowns, runs smoothly.🤖 AI-Powered Parsing for Perfect Accuracy🔐 Keeps everything legal and ethical. So, if you want to find out more about someone’s professional background or skills on LinkedIn, this scraper can do that for you quickly and easily. ❌ Scraping large amounts of data can get expensive, even with pay-as-you-go. ✅ Bright Data follows GDPR and CCPA, ensuring ethical data collection. I often spent hours looking for contacts or job listings, but I ended up with messy notes and missed opportunities.

Cons:

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. These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more. It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download.

Perform Targeted Searches

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. If you are in human resources or market research for a firm, this category of LinkedIn scrapers might appeal to you. You have to file an application for access with details on how you’re going to use the data. LinkedIn carefully reviews API access applications to ensure they align with their guidelines and terms of service. The approval process can take several weeks, and there is no guarantee you will be approved.

Fast LinkedIn Profile Extraction

LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need. You have to apply for access, go through an unreasonably long approval process, and even then chances are you might get rejected. If you do manage to secure API access by a miracle, the data you get is limited. Whichever route you choose, scraping LinkedIn can be super useful for a variety of reasons. Regardless, if you’re looking to get started or need some help, feel free to book a time with my team.

Is it necessary to have technical skills to use a LinkedIn scraper API?

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.

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.

• Like I prefaced earlier, LinkedIn has their very own paid API that grants access to LinkedIn’s network and professional data.
• For outreach campaigns, Waalaxy and Octopus CRM are designed with this primary function in mind.
• This allows you to automate your LinkedIn outreach efforts and generate more leads with less effort.
• If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool.
• Violating these measures can lead to severe account restrictions or even bans.
• 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.

A LinkedIn scraper is a tool used to extract data from LinkedIn profiles and company pages. It works by automating the process of visiting LinkedIn pages and collecting relevant information such as names, job titles, and contact details. A LinkedIn automation and scraping tool designed for omni-channel outreach, Zopto is everything they advertise. With Zopto you can create multi-step campaigns with automated connection requests, follow-up messages, and InMail responses to nurture leads over time.

The best LinkedIn scraper allows you to perform targeted searches based on specific criteria. 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.

The suites of APIs and bulk delivery use advanced algorithms to extract valuable data from around the web, including LinkedIn. With valuable data at your fingertips, you can easily create targeted marketing campaigns and connect with potential customers. 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.

One of the key advantages of using Lemlist as a LinkedIn scraping tool is its user-friendly interface. The tool is incredibly easy to use, even for users who have no experience with web scraping or data extraction. Plus, Lemlist is highly customizable, allowing you to tailor your scraping parameters to meet your specific needs. LinkedIn scraping tools automates the process of extracting data from LinkedIn profiles. This means you no longer have to spend hours manually copying and pasting data from the social networking platform. In this guide, you took a look at some of the best LinkedIn web scraping tools to extract data from the popular social networking site.

• This allows you to send targeted email campaigns to your LinkedIn connections automatically.
• Now with Lyne we can quickly set-up outreach campaigns and do a lot of testing what works best.
• These APIs are very easy to integrate or fit into the existing work cycle, whether you’re a seasoned developer or just beginning your career path.
• Each of these LinkedIn scrapers are categorized and are weighed based on their price and free version availability.
• If you are looking for a complete solution that can be integrated into any programming language or HTTP client, a LinkedIn web scraping API will be perfect.
• 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.
• LinkedIn Scraper works effectively to help you extract data instantly while saving both time and effort.
• Jacob Kalvo, CEO of Live Proxies, a leader in residential proxy solutions.

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.

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.

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. All the data scraped is displayed below and you can even choose the format. Similar to Revelio Labs, Entelo provides predictive recruiting and workforce diversity analysis. It’s interesting as the software uses predictive analytics by identifying candidates who are more likely to change jobs.

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.

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. 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’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades. But here’s the real kicker – Scrapingdog packs a serious punch when it comes to handling LinkedIn’s anti-scraping measures. Or go a step further and export it directly into your databases like MySQL, SQL Server, or Oracle with just a few clicks. And the built-in IP rotation keeps you anonymous by automatically cycling through different IP addresses, bypassing anti-scraping measures.

LinkedIn enables users to choose from over 36,000 skill titles to highlight on their profiles. LinkedIn has strict rules about the number of connections, messages, and profile visits users can make daily. If these limits are exceeded, LinkedIn can suspend or even terminate your account. With ProspectIn’s “Safe mode” feature, you can set daily activity limits to ensure you do not exceed LinkedIn’s limits. Think about things like the kind of data you want to collect, how big your scraping projects will be, and how skilled you are with technology. Another huge plus is that PhantomBuster makes sure you don’t go over LinkedIn’s rate limits.

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.

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.