5 Benefits of Using LinkedIn Scraper API

Fetch a person’s LinkedIn profile data using their public profile URL or unique identifier. Those who are up for the challenge, I present to you a list of some projects that I deem are perfect for LinkedIn scraping. The public projects in Github are an excellent choice to look for sources that are free to use and customizable. These are ready-to-use tools usually built by independent developers and come with varying levels of documentation and community support. 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.

Optimized Networking and Outreach

Whether you’re looking to automate outreach on Twitter, Facebook, Instagram, or even Google Maps, PhantomBuster has got you covered. PhantomBuster is a powerful tool that can take your LinkedIn prospecting game to a whole new level. LinkedIn events are a great source of leads as you can see people who are interested in a particular topic. Additionally, LinkedIn scraping allows you to identify key decision-makers within a company, focusing your efforts on those who have the power to make a purchase. With this data, you can create personalized messaging that speaks directly to your ideal prospects’ needs and pain points. If you don’t, you can still hire a freelancer to build a custom LinkedIn scraper for your needs.

Getting Started With Linkedin Data Scraping

• One of the key advantages of using Oxylabs is its ability to bypass LinkedIn’s anti-scraping measures.
• Transparency is key—seek consent from website owners whenever possible and offer ways for them to opt out of data usage.
• This way I don’t have to work through a separate data enrichment tool’s UI – I can work directly from LinkedIn.
• 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.
• Weigh your needs and make an informed decision, because no one wants to change their providers midway.
• Waalaxy is a freely downloadable LinkedIn scraper that works through Google Chrome extension.
• 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.

This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing. 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.

How to Find Anyone with LinkedIn Search

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. With a few clicks, you can scrape thousands of profiles matching criteria like job titles, skills, locations, etc. In this table, you will find all the information on the different Linkedin scraping tools we mentioned. It offers a range of features to help users gather and manage contact information efficiently. They are a generalist automation platform that offers a lot of different scrapers, including some for LinkedIn. The best part that I like about PhantomBuster is the lead generation part.

• If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered.
• However, LinkedIn limits data access, strictly forbidding scraping and making its API hard to access and highly restricted.
• The cloud-based platform also supports integration with apps like Slack via Zapier.
• The data obtained through a LinkedIn scraper allows you to stay updated with the latest market trends.
• ScrapIn is one of the best solutions for scraping LinkedIn data at scale.
• Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets.

PhantomBuster

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. 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.

What are the benefits of scraping data from LinkedIn?

You can filter your search by location, industry, job title, or even years of experience. Businesses can, therefore, cut to the chase without the bloat of superfluous information by personalizing. As a user, this tool gives you access to real-time and well-structured information. If you don’t want to go through the hassle of scraping LinkedIn yourself, you can also buy a dataset of LinkedIn profiles directly from Brightdata starting at 2.5 per 1K records. Phantombuster can scrape data from a lot of different social media platforms such as LinkedIn, Google, Twitter (apparently it’s called X now), Instagram and more. Most tools implement techniques like random delays or IP rotation to reduce detection risk.

linkedin-api (tomquirk)

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.

LeadCrush

• It helps you save time and boost your LinkedIn outreach campaign’s efficiency.
• Similar to Revelio Labs, Entelo provides predictive recruiting and workforce diversity analysis.
• It will be a valuable asset for any business seeking a competitive edge in its industry.
• This code fetches job listings from a LinkedIn search page for frontend developer positions in the United States.
• By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape.
• For instance, you can find experience, education, and skills by clicking on the profile’s contact info.
• Hence, this API stays compliant with data protection laws including GDPR and CCPA.

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.

best LinkedIn scraping tools for 2025

ZenRows is designed to tackle LinkedIn’s biggest challenges, including CAPTCHAs, IP blocks, and rate limits. It’s an asynchronous scraping tool that lets you gather public LinkedIn data quickly and at scale. So, you’ve scraped LinkedIn profiles and collected the necessary LinkedIn Scraper data. Here are my recommendations on leveraging this information to make the most of LinkedIn scraping for your business. Snov.io is a comprehensive sales engagement and automation platform that provides powerful tools for prospecting and business growth.

Log in into your LinkedIn account

With the help of data processing and extraction magic, you can automatically extract data from any list or text and start using it for your own use case. The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides. The tool has been designed to extract data from LinkedIn profiles with high precision, ensuring that the data you collect is accurate and up-to-date.

Done right, ethical web scraping not only avoids legal risks but also builds trust and credibility, driving sustainable business growth. Transparency is key—seek consent from website owners whenever possible and offer ways for them to opt out of data usage. Data has become the cornerstone of modern business strategy, helping companies stay ahead in competitive industries. Among the many ways to gather data, web scraping has emerged as an indispensable tool. Besides, CRM enrichment with information from LinkedIn lets one segment their audience much better.

No doubt, LinkedIn stands out as one of the biggest and richest resources for scraping valuable information. Whether you need to create targeted marketing campaigns or identify promising leads, the need for an effective LinkedIn scraper can’t be overruled. One common misconception about data scraping tools is that they require advanced technical skills to use.

Even if you need to slurp up 10 million LinkedIn profiles, their architecture scales seamlessly while smart optimization keeps everything running at peak performance. But what really impresses me is how Nimble handles scraping at a massive scale. Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code.

Fast LinkedIn Profile Extraction

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.

Get the LinkedIn Data You Want With ScraperAPI

You can also make use of LinkedIn scraping for your recruitment needs, as it enables faster and more efficient talent sourcing. Recruiters can scrap LinkedIn profiles and create lists of potential candidates with specific skills, experience, or qualifications. This may help a lot, especially when it comes to recruiting for hard-fill positions. By scraping LinkedIn data, businesses can analyze industry trends to stay competitive.

Proxycurl

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.

• Xverum provides paid access to its massive-scale open web data with an aim to empower ML and SaaS platforms.
• LinkedIn comes into play to find you the right contacts for your email lead generation efforts.
• With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms.
• In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup.
• By scraping data from LinkedIn profiles and Sales Navigator, you can gather information that you can use to segment your email lists and create targeted campaigns.
• That’s why I’ve prepared the essential information you should know before scraping LinkedIn profiles.
• 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.
• The filters are awesome and have a variety of fields where you can tune your search results.

One of Octoparse’s biggest advantages for LinkedIn scraping is its library of pre-built task templates. And if you’re a code junkie, Bright Data has got your back with their Scraper API and code templates for popular websites. Once the recruiter has compiled a list of potential candidates, they can use LinkedIn’s messaging feature to reach out to them and measure their interest in the position. This is really good data as if someone follows a competitor on LinkedIn, you can be pretty sure that they will be interested in your products or services.

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. Discover the top proxycurl alternatives for efficient LinkedIn scraping.

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.

Dripify is the best LinkedIn scraper that helps users extract data and insights from the world’s largest professional networking platform. With Dripify, you can easily automate data extraction from LinkedIn and save time while obtaining the valuable data you need. The top LinkedIn scraping tools will extract a wealth of data from LinkedIn profiles, such as job titles, company names, and education. You can then analyze this data to gain insights into your target audience on LinkedIn. By using a LinkedIn scraper, you can collect the data and find the targeted audience. Hence, you can make personalized messages and reach out to the targeted audience with a more personalized message.

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.

Another key feature of ScrapIn is its ability to search for data in real time. 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.

After testing 12 tools, we’ve got a pretty good idea of what’s worth your time. Let’s start by installing all the dependencies we’ll be using for this LinkedIn scraping project. First, create a new free ScraperAPI account to have access to our API key. As per LinkedIn’s policy, it is very clear that scraping isn’t allowed. If you’re looking for a tool that can grow with your business, Proxycurl offers a scalable API that can be integrated into various systems.

You can also integrate email outreach, crafting personalized multi-channel campaigns to maximize your chances of making those valuable connections. And we haven’t even covered the awesome data-cleaning functions that automatically remove typos, emojis, and irrelevant capitalization. Evaboot is a Chrome extension that works around the clock to build you a pipeline of hyper-qualified prospects. They’ve also got rock-solid scalability, so whether you need to scrape 10 profiles or 10 million, Apify can handle it. Just a few clicks and bam, you’ve got a scraper up and running, pulling in all the data you need. Plus, with seamless integrations with tools like Zapier, Slack, and Google Sheets, you can streamline your workflows and boost productivity to the max.

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.

It’s a simple Sales Navigator search scraper used by thousands of customers. Proxycurl is a cloud-based LinkedIn scraping API service built for developers. You’ll be getting major network growth, consistent leads and regular optimisation calls to just keep improving. That’s not all, SalesRobot makes sure each message is hyper-personalized to the prospect using data scraped from their profile automatically.

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. Jacob Kalvo, CEO of Live Proxies, a leader in residential proxy solutions. Embracing a LinkedIn Scraper API is not just about unlocking data; it’s about opening up opportunities, driving growth, and finding success in professional endeavors. 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.

The team behind this tool has designed it to help businesses and organizations build lead lists in seconds without much technical know-how. Derrick allows you to use an existing database or extract data from LinkedIn Sales Navigator to build a more recent and targeted database. Using La Growth Machine as a LinkedIn URL scraper also means you’ll get actionable insights and reach your leads at the right time and place. That’s because the tool extracts data from LinkedIn profiles and provides analysis and insights into the collected data. This means you can better understand your target audience, such as their interests and needs.