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.
How To See More Than 2500 Leads in Sales Navigator Searches?
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.
Top LinkedIn Dataset Providers in 2025
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, LinkedIn Scraper 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.
The 26 Best LinkedIn Scrapers in 2025 [Free & Paid]
It operates entirely on the command line, leveraging Python libraries like beautifulsoup4 and lxml to parse LinkedIn’s front-end, without using the official API. On it, you can submit a LinkedIn profile or a desired list of profile URLs. The data it exports includes things like name, LinkedIn profile URL, company, and beyond, but you’ll have to use a separate Phantom, the email extractor, to get an email address. What you need is a thoughtfully curated list of LinkedIn scrapers, categorized to tailor your specific needs, so you can easily pick the right tool for you. If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool.
Requests per month
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.
Types of LinkedIn Data Scrapers
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. Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks.
Key Features of Evaboot
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.
Expand Your Network with LinkedIn Data
- You just specify the job titles and companies you want to target and boom – you’ve got a fresh batch of ultra-relevant leads to nurture.
- NetNut provides an API for social media scraping, enabling users to extract real-time and requested data from platforms like LinkedIn.
- If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl.
- Linked Helper 2 is a LinkedIn automation tool with a powerful data-scraping feature.
- 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.
- Bright Data’s products include datasets, scraping solutions, and proxy networks.
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.
Fast LinkedIn Profile Extraction
- In addition to LinkedIn data scraping, Octopus CRM is powered with advanced functionalities, such as automated LinkedIn messaging and connection requests.
- 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.
- As a user, this tool gives you access to real-time and well-structured information.
- 88% of marketers say that using automation tools significantly helps them achieve their most important goals.
- While manual web scraping works for small projects, it becomes increasingly challenging at scale.
- Unlike simpler tools, this method provides flexibility and scalability, allowing you to scrape hundreds of thousands of profiles if needed.
- But what really impresses me is how Nimble handles scraping at a massive scale.
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.
Helium Scraper
They recommend scraping up to 80 profiles/day (or 150 with Sales Navigator), so you won’t get flagged. A LinkedIn Scraper API is a tool that helps you get data from LinkedIn easily without doing all the hard work yourself. An API (Application Programming Interface) is like a bridge that lets websites and apps share information. When I started using LinkedIn to connect with people and find leads, I quickly saw how tough it was to get useful information. NetNut proxy is a great value for money and their support is responsive and personal. An interesting benefit that’s very relevant to our use case is that they source their residential IPs B2B.
Boost Lead Generation
Unless you scrape the data that is publicly available, you don’t violate the Computer Fraud and Abuse Act (CFAA) and the Digital Millennium Copyright Act (DMCA). To successfully navigate this gray area, it is crucial to understand legal nuances and platform limitations. That’s why I’ve prepared the essential information you should know before scraping LinkedIn profiles. Open the lead’s profile, a company page, or a search results page with specific filters and launch LI Prospect Finder by clicking its icon in the top-right corner of your browser. With PhantomBuster, you can also extract lead lists from other platforms and export them directly to spreadsheets.
Businesses can use LinkedIn scraping to identify potential collaboration and growth opportunities. By collecting data on key decision-makers, industry leaders, and influential companies, businesses can reach out to those most relevant to their networking goals. Nimble is an AI-driven web scraping platform that lets you extract boatloads of public data from anywhere online, including LinkedIn profiles and company pages.
The most common pricing reference you can get online is $99/person/mo. This will give you a clear roadmap of what to expect and help you find out which category best suits your needs. Just keep in mind that ZenRows only collects public LinkedIn data and doesn’t provide email or phone numbers. When comparing LeadLoft and ZenRows, the right choice depends on your needs and technical skills.
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.
The Best Web Scraping APIs in 2025
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 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.
Saved searches
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.
You should never invade a person’s privacy or indulge in malicious activities while scraping data. Therefore, always make sure to use scraping tools that respect ethical standards. It speeds up the profile extraction process, making the entire collection smoother and more informative for decision-making. Also, the customizable data solution meets the particular needs of businesses, and it has an intuitive interface that is accessible to less technical teams as well. If you’re tired of sifting through endless lists of scraping tools with no clear winner.
In addition to scraping job listings, you can also scrape courses from the LinkedIn Learning page. If you want to scrape LinkedIn profiles one by one, you can use LinkedIn Profile Scraper. Many businesses use web scraping to understand market trends, enhance their SEO strategies and even spot new opportunities. 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.
- See the benchmark methodology for evaluating the best LinkedIn scraping tools.
- It hosts a wealth of information about professionals, companies, and job opportunities.
- You can tag prospects, revisit tagged profiles, integrate with CRMs like Pipedrive and HubSpot, and get detailed campaign analytics to fine-tune your outreach strategies.
- For scraping LinkedIn, you’d probably need a browser worker since it’s a complex job.
- To cut it short, we must say Helium Scraper is an excellent choice for anyone looking to extract valuable data and insights from LinkedIn profiles.
- This step involves visiting the relevant profiles and viewing the details like education, former job titles, experience, and connections.
- It’s a 7 year old product that’s used by over 300,000 users worldwide.
For a straightforward, user-friendly experience, Waalaxy, Lemlist and ParseHub are designed with simplicity in mind. SeekOut combines LinkedIn data with other sources to offer a robust platform for diversity hiring, talent sourcing, and analytics. It is an AI powered talent search engine built to help sources find and hire the right talent, fast.
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.
Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly. With the right tools and smart practices, you can safely gather valuable insights on prospects, clients, and competitors within minutes. Octoparse is a powerful yet user-friendly web scraping tool designed specifically for extracting data from websites like LinkedIn without writing a single line of code. “A Game-Changer in B2B Lead Generation”Waalaxy seamlessly integrates with LinkedIn, making it a powerful extension of your LinkedIn profile. This integration allows you to access your LinkedIn contacts, view profiles, and send connection requests and messages directly through the platform. This eliminates the need to switch between multiple tools, saving you valuable time and effort.
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.
Once the data is extracted, it is usually stored in a database or spreadsheet format, making it easy for users to sort and analyze the information. It’s designed to collect public data like profiles, company info, job listings, and posts without you needing to worry about technical stuff like proxies or CAPTCHAs. Among its features is a LinkedIn scraper to find and extract data from relevant prospects and candidates in minutes. This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more. HeyReach is automation software to support agencies and marketing teams in scaling their LinkedIn outreach. It enables users to send unlimited connection requests and messages from multiple synchronized accounts within the same cloud-based platform.
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.