10 best LinkedIn scraping tools for 2025

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.

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This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended. Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction. To clarify any uncertainties, consult with legal counsel to understand the laws and regulations relevant to your jurisdiction. Scraping personally identifiable information or exposing the scraped data to the public are likely to be illegal in most jurisdictions. As explored here, the best tool is Bright Data’s LinkedIn Scraper API. Based on an award-winning proxy network with 72+ million IPs, this solution exposes endpoints to scrape public LinkedIn data.

How Many Profiles Can I Scrape From LinkedIn Every Day?

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.

Key Features of Evaboot

These features allow you to expand your network and reach out to potential clients, partners, or candidates more efficiently. With the right data scraping tools, you can gather large amounts of data quickly and efficiently. This means you can build a database of leads in a fraction of the time it would take to collect the data manually. The process of scraping LinkedIn involves setting up search filters based on certain criteria, such as job title, location, company name, and industry. The scraper then searches through thousands of LinkedIn profiles based on these criteria and extracts the desired data from each profile or page. This can be a time-consuming process if done manually, but with the help of a LinkedIn scraper, you can accomplish it in a matter of minutes.

Fast Extraction of LinkedIn Profiles

In this example, I’ve searched for CEOs of small companies (1-10 employees) in the Bay Area who posted on LinkedIn in the last 90 days. It’ll rotate IPs after every request (or as needed) and choose the right Headers based on years of statistical analysis and machine learning. With this list, now you’re equipped with the power of identifiable options. Weigh your needs and make an informed decision, because no one wants to change their providers midway. It’s just too much hassle, takes too much energy, money and messes up with your datasets. They have their plans drawn out on their website but to get the pricing details, you will have to contact them.

Data Collection Approaches

• That allows users to retrieve email addresses, phone numbers, and more from LinkedIn profile pages and export the data to a CSV file.
• Hence, if you respect these limits, you can prevent yourself from getting hit by LinkedIn’s algorithm.
• You get 200 pages of data in 40 minutes and you’ll be able to launch your projects without spending any time writing scraping scripts by yourself.
• For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies.
• With the right tools and smart practices, you can safely gather valuable insights on prospects, clients, and competitors within minutes.
• Moving away from singular developer solutions, we are now talking large-scale.
• What would take weeks of manual labor can be done in minutes by a LinkedIn scraper, saving you ridiculous amounts of time and effort.

Contact our sales team through WhatsApp, Telegram, Skype, email, or live chat.3. Clearly explain how you intend to use our proxies, including the type of product, target domains, use case, and required bandwidth. Use LinkedIn data to sharpen your outreach strategies, focusing on key professionals and customizing engagement efforts. Navigate the recruitment landscape efficiently using detailed LinkedIn data on candidates, skills, and career performance.

• It allows users to send personalized invites, messages, and InMails and also supports email outreach.
• In addition, it offers a range of features, including viewing and downloading data samples, browning full data dictionaries, and calculating custom data prices.
• Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders.
• However, no scraper guarantees 100% undetectability, and LinkedIn actively works to detect and block scraping.
• By analyzing the scraped data, you can track industry trends or gain insights into your competitors.
• 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.
• As per LinkedIn’s policy, it is very clear that scraping isn’t allowed.

Proxy-based LinkedIn scrapers

This helps with obtaining accurate professional information for sales purposes. Modify these search URLs to collect job listings from specific companies or search results. While manual web scraping works for small projects, it becomes increasingly challenging at scale. For reliable, efficient, and scalable LinkedIn data collection, Bright Data provides a superior solution that saves time and resources while delivering higher-quality results. Continuous monitoring systems and team education can help your company stay compliant and foster a culture of integrity.

LeadIQ

After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot. The tool collects basic information such as full name, company, job role, and LinkedIn profile URL and exports it as an Excel file. 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.

Best LinkedIn Scraper APIs in 2025

Its data scraping capabilities, combined with its outreach automation features, make it a powerful tool for B2B sales professionals, recruiters, and marketers. Apify is an online platform that helps developers build, deploy, and publish scraping, data extraction, and web automation tools. Developers can create their own scraping agents, called actors, and make them available to the community. Some actors serve as LinkedIn web scraping tools, such as the Linkedin Companies & Profiles Bulk Scraper actor.

Response Time

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.

• You can also integrate email outreach, crafting personalized multi-channel campaigns to maximize your chances of making those valuable connections.
• 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.
• 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.
• Oxylabs allows you to export scraped data in multiple formats, including Excel, Google Sheets, CSV, MySQL, TEXT, and JSON.
• Therefore, always make sure to use scraping tools that respect ethical standards.
• Using the Bright Data LinkedIn data set eliminates the need for manual web scraping, saves time, and provides structured data ready for analysis.

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.

Bright Data’s products include datasets, scraping solutions, and proxy networks. “Helpful tool for lead generation, recruiting, and automating the process”MeetAlfred is an easy-to-use tool to help find leads or potential employees on Linkedin. You can search by term or paste a search url from Linkedin to help find people and then set up sequences for reaching out and following up. Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.

Browser Extension LinkedIn Scrapers

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. LinkedIn scraping lets companies identify the right individuals to connect with. A data-driven approach makes it more likely to build successful connections that will result in effective professional network expansion. Manually scraping LinkedIn company pages and professional profiles is a Sisyphean task. And if you’re job hunting or looking to hire, their 399 million job posting records are a goldmine for tracking company growth, talent acquisition trends, and the job market pulse.

• Jacob Kalvo, CEO of Live Proxies, a leader in residential proxy solutions.
• The smart thing to do is to opt for a tool that automates the process.
• LinkedIn Scraper works effectively to help you extract data instantly while saving both time and effort.
• This intelligent tool offers various LinkedIn scraping features, supercharging lead generation, marketing, and sales campaigns.
• 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.
• Each of these LinkedIn scrapers are categorized and are weighed based on their price and free version availability.

Coresignal might not be your typical scraper, but it does sell scraped data. They’re a major player in the industry and there’s a reason why customers prefer their service for their data solutions. Their datasets also consist of public and private data from LinkedIn, which they either scraped themselves or acquired through third-party means. Xverum provides paid access to its massive-scale open web data with an aim to empower ML and SaaS platforms.

Apart from using LinkedIn for personal use, this data-rich platform proves to be helpful in a variety of ways. To put it simply, ‘Data Scraping’ or ‘Web Scraping’ is a process of collecting and importing data from websites. Data scraping is an efficient way to collect data for processing, analysis, or presentation.

Is LinkedIn Scraping legal?

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. 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 phantom will automatically visit the LinkedIn profiles and extract every piece of data that is publicly available. This free GitHub package allows scraping personal and company LinkedIn data for free. You can extract data such as LinkedIn profile URLs, education, experience, or even the interests of a person. 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.

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.

Doing so will save you time and help you stay in touch with your network. Apify is another cool online platform that makes it super easy for developers to create and run scraping tools. One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn. Meet Alfred is a LinkedIn automation platform that also offers a LinkedIn scraper to extract data from user profiles and company pages. For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies. By scraping LinkedIn for job titles and current employers, a sales rep could build a list of product managers in tech companies for a new software tool.

Octopus CRM Linkedin profile scraper helps you quickly obtain the latest information about your prospects, making it easier to engage with them and convert them into customers. Manually extracting data from LinkedIn can be time-consuming and tedious. LinkedIn comes into play to find you the right contacts for your email lead generation efforts. You can define the type of profiles you want to access, run automated scraping queries and download an up to date list of LinkedIn profiles with all public information you needed.

LaGrowthMachine is a sales automation tool that helps sales teams and recruiters benefit from the most advanced growth techniques without technical skills. This helps users create unique insights that usually take hours of human work. “User friendly linkedin scraper”Scrupp.com is the most amazing project management tool I have ever used.

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.

This automation not only saves time, but also ensures that you have accurate and up-to-date data to drive your marketing and outreach strategies. Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players. By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic. By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business. This information can be used to create targeted lists of potential customers for your sales team to contact.

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.

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. Wiza allows you to export leads from Sales Navigator, LinkedIn, and Recruiter. LinkedIn Profile Scraper by PhantomBuster lets you scrape all the available data from LinkedIn profiles. Connecting your HubSpot CRM to PhantomBuster can automatically enrich your new contacts.