10 best LinkedIn scraping tools for 2025

This will save you time, allowing you to focus on other important tasks. Some of the best LinkedIn tools for scraping LinkedIn include Dripify, Octopus CRM and PhantomBuster. These LinkedIn data scraping tools offer advanced search filters to extract precisely what you want.

Scrapingdog

• The speed and accuracy of LinkedIn Scraper APIs ensure that businesses stay competitive and always ahead of trends and opportunities.
• Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting.
• If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered.
• Coresignal is this powerhouse data provider that gives you access to millions of fresh, comprehensive public web records on companies, professionals, and tech products.
• Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players.
• 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 feature is called the “Auto-Visit” feature, allowing users to visit many LinkedIn profiles in auto-pilot mode.
• It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates.

Now click “Export with Evaboot”, give a name to your export, and click on export leads. Begin by setting up the initial filters, and adjust them progressively until you’re satisfied with the focus of your search. Sales Navigator offers an array of more than 30 filters, which are divided between those that pertain to companies and those that are relevant to individual professionals.

Top 16 LinkedIn Scraping Tools

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. To top it all off, it comes packed with integrations to sync your Linked Helper data with popular CRMs and tools like HubSpot, Pipedrive, Zapier, and more. You can schedule delays and add logic-based conditions to create hyper-personalized campaigns that feel like one-on-one outreach. With a couple of clicks, you’ve got workflows handling prospecting, data enrichment, outreach sequences, and anything else that used to be a massive time-suck. You can also retrieve structured data about companies, including funding details, office locations, employee counts, and more.

LinkedIn Scraper APIKey Features

According to recent research, there are more than one billion people on LinkedIn globally. Ideally, it is a marketplace for corporate connections and job opportunities. It offers unparalleled access to a vast database of professional profiles, company information, and job market insights. Brightdata has a cloud-based LinkedIn profile scraping service that lets you scrape LinkedIn profiles, searches, jobs and more without you having to use your LinkedIn account.

Building cold emailing lists

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. These APIs come equipped with integrated residential proxies, both dedicated and rotating. The Web API, in particular, offers tools like page interactions and parsing templates. This functionality is especially beneficial for handling sites in niches like E-commerce, SERP, and Maps, which may not be as easily accessible with other APIs.

Key Features of Waalaxy

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 LinkedIn Scraper 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 Scrape Company Data from LinkedIn?

✅ 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. Supercharge your CRM system by enriching it with real-time LinkedIn data insights.

Extract number of jobs available at each company

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.

The Future Of Web Scraping

Additionally, Proxycurl operates within legal boundaries by only scraping publicly available LinkedIn data, adhering to regulations like GDPR and CCPA. They guarantee fresh profile data updated within the last 29 days, ensuring you always have access to the latest and most relevant information. And if you’re a data geek like me, you’re gonna love the detailed analytics that shows you exactly what’s working and what needs fine-tuning in your outreach efforts. Once your scraping is done, Apify makes it effortless to store and export your fresh LinkedIn data however you need it — CSV, JSON, or Excel. It’s packed with powerful features to ensure fast, reliable, and uninterrupted scraping from challenging websites like LinkedIn. You can export this data directly into spreadsheets or integrate it with your favorite tools and CRMs.

Scrape LinkedIn Company Data Using the Scraping Browser

• 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.
• It combines LinkedIn data with other proprietary sources to provide global workforce intelligence.
• While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data.
• However, a CRM system is only as effective as the quality and relevance of the data it holds.
• Many businesses use web scraping to understand market trends, enhance their SEO strategies and even spot new opportunities.
• It works by automating the process of visiting LinkedIn pages and collecting relevant information such as names, job titles, and contact details.

To avoid risking your account’s safety, using a reputable and reliable LinkedIn scraper that complies with LinkedIn’s terms of service is important. Also, you should be scraping LinkedIn for legitimate purposes only, such as recruitment, lead generation, or marketing. A LinkedIn scraper uses algorithms to crawl through the LinkedIn website and extract data from various profiles and pages.

linkedin-api (tomquirk)

You’re searching for li elements with the class results-list__item, which contains the course listings. For each course, you extract and print the title, creator, duration, and link. 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.

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. Unlike tools like LinkScrape or LinkedIn-API by TomQuirk, TufayelLUS Scraper excels at extracting specific skill details and endorsements. This makes it ideal for talent acquisition or workforce skill analysis. By analyzing the scraped data, you can track industry trends or gain insights into your competitors.

Optimize your recruitment processes:

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. 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. While that may be true for some of the older tools out there, modern APIs for LinkedIn Scraper are designed with ease of use in mind. Are you tired of manually searching for leads and spending hours on tedious tasks?

• Continuous monitoring systems and team education can help your company stay compliant and foster a culture of integrity.
• It’s also great if you have specific scraping needs that other tools can’t address.
• But here’s the real kicker – Scrapingdog packs a serious punch when it comes to handling LinkedIn’s anti-scraping measures.
• This helps with obtaining accurate professional information for sales purposes.
• In short, Meet Alfred is a valuable tool for anyone looking to automate their LinkedIn lead generation and outreach efforts while saving time and effort.
• LinkScrape is another open source LinkedIn scraper, designed to scrape employee names from LinkedIn using company search results.
• One of the key advantages of using Oxylabs is its ability to bypass LinkedIn’s anti-scraping measures.
• This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world.

Different businesses have different requirements when it comes to data. Whereas a small recruitment agency may want to extract candidate profiles, a big corporation may need to acquire data about potential business partners or market competitors. That’s where the customization possibilities of the LinkedIn Scraper API come in. 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.

They use proxy servers to access LinkedIn in order to extract data, distributing requests across several IP addresses or LinkedIn profiles. To conclude, scraping data from LinkedIn tends to offer valuable data and insights that you can use to create leads and recruit professionals. So, whether you choose a LinkedIn scraper API or scrape a LinkedIn profile manually, it’s critical to collect and analyze the data responsibly. By using the right tools and techniques, you can surely unlock the true potential of LinkedIn.

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.

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.

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.

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.

While doing so, you don’t even need to use your account or LinkedIn API. You can also scrape LinkedIn data by using cookie-based applications like PhantomBuster. This linkedin automation tool is capable of scraping the available data from LinkedIn profiles including name, job, contact, education, and even email. Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions.

• Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team.
• Find a step-by-step guide on efficient LinkedIn scraping and leverage it for your business growth.
• 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.
• It helps you save time and effort by automating the data extraction process.
• A quick look, and the app is geared for lead generation and GETTING YOUR MESSAGE OUT.
• 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.

With CoreSignal, you can scrape LinkedIn profiles based on multiple filters, such as job titles, company names, and industries. Once extracted, you can send the data directly to your preferred storage or export it in CSV or JSON formats. This intelligent tool offers various LinkedIn scraping features, supercharging lead generation, marketing, and sales campaigns. It is built on an auto data point identification model that makes data detecting and scrapping a breeze. Linked Helper 2 is a LinkedIn automation tool with a powerful data-scraping feature. It is designed to help individuals and businesses automate their LinkedIn outreach and lead-generation efforts.

By doing so, you can find the most relevant profiles depending on the data you need. As industries continue to rely on data-driven strategies, ethical and responsible web scraping will play a critical role in ensuring businesses stay competitive. Companies that prioritize compliance and innovation will be better positioned to harness the full potential of web scraping, gaining valuable insights to drive growth.

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.

One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper. This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud. By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages. This can help you generate more leads on LinkedIn and grow your business. With the top LinkedIn scraping tools you can extract data from multiple profiles simultaneously and save it in a structured format or export it in multiple formats.

• It helps you save time and boost your LinkedIn outreach campaign’s efficiency.
• Breaking these rules can get you into legal trouble, such as having your account suspended or getting fined.
• As the campaign runs, Dux-Soup removes prospects who respond from the outreach sequence, adding them to your lead pipeline for personal follow-up instead.
• A cloud-based scraping and automation tool that supports LinkedIn among other platforms.
• Skrapp is a scraper, B2B email finder, and outreach tool designed to help professionals with email marketing and outreach campaigns.
• The team behind this tool has designed it to help businesses and organizations build lead lists in seconds without much technical know-how.
• Just map the data on a page and the platform’s algorithm will do the rest.

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. You can then export the scraped data to your database or as a spreadsheet document, such as CSV or Excel. LeadCrush lets you quickly export leads and their email addresses from LinkedIn profiles and LinkedIn Sales Navigator to Google Sheets. And just like Lemlist, this tool is highly customizable, allowing you to specify your search criteria on a variety of parameters, such as location, industry, and more. This makes it an excellent tool for businesses looking to generate leads, build targeted email lists, or conduct market research.

This eliminates the need to switch between multiple tools, saving you valuable time and effort. 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. 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.

Continuous monitoring systems and team education can help your company stay compliant and foster a culture of integrity. 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.