Octopus CRM is an excellent tool for businesses, sales teams, and marketers looking for reliable data extraction software that also comes with LinkedIn automation features. 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.
The 26 Best LinkedIn Scrapers in 2025 [Free & Paid]
The tool has a simple and user-friendly interface that lets you quickly and easily extract data from LinkedIn profiles. 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.
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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. The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn. It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features.
Frequently Asked Questions about LinkedIn Data Scraping
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. LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections. The best LinkedIn scraping tools discussed in this article offer unique features and advantages catering to different business needs.
Data Collection Approaches
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. It requires no technical knowledge and automatically handles everything, including email and phone verification, data scraping, and even sending out email and LinkedIn messages.
Step 2: Set up your LinkedIn data scraping project directory
- With the right LinkedIn scraping tool on your side, you can create targeted marketing campaigns that resonate with your audience, grow your brand presence, and drive sales.
- The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information.
- It’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades.
- The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.
- 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.
- If you do manage to secure API access by a miracle, the data you get is limited.
- 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.
Skrapp is a scraper, B2B email finder, and outreach tool designed to help professionals with email marketing and outreach campaigns. Dripify is a LinkedIn automation and prospecting platform tailored to sales professionals. It simplifies LinkedIn operations by automating tasks such as scraping LinkedIn profiles to extract email addresses, phone numbers, and other data. With a huge repository of professional profiles, company pages, and job postings, LinkedIn offers plenty of opportunities to gather data for prospecting and lead generation. Derrick provides you access to powerful data scraping features, including LinkedIn data scraping.
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- Extract job listings using advanced search criteria and filters to find relevant opportunities.
- Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients.
- For each course, you extract and print the title, creator, duration, and link.
- Browser-based scraping runs its automation by simulating clicks directly on your browser and replicating human behavior.
- The Bright Data LinkedIn Scraper API allows developers to programmatically extract public data from LinkedIn profiles, companies, job listings, and posts.
Apify is this super handy cloud-based platform that makes web scraping, especially from LinkedIn, easy. Scrapingdog is a web scraping solution that’s built to make extracting data from LinkedIn a breeze. Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data.
Key Features of Evaboot
- The platform serves various use cases such as eCommerce, social media, SERP & SEO, Ad Tech, and market research.
- The cloud extraction feature, for example, distributes your scraping tasks across multiple cloud servers, drastically speeding up large extraction jobs.
- This allows you to send targeted email campaigns to your LinkedIn connections automatically.
- Being one of the most powerful LinkedIn scraping tools, ScrapIn makes it possible for you to collect relevant data about a personal or company profile on LinkedIn.
- This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing.
- Dive into informative articles, tips, and tutorials on web data extraction.
- The software is easy to use, and it comes with a wide range of other features that make it an ideal tool as a LinkedIn scraper.
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.
How Many Profiles Can I Scrape From LinkedIn Every Day?
Plus, with seamless integrations with tools like Zapier, Slack, and Google Sheets, you can streamline your workflows and boost productivity to the max. Whether you’re looking to automate outreach LinkedIn Scraper 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.
Top LinkedIn Dataset Providers in 2025
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.
What Data to Scrape From LinkedIn
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. This alleviates issues with consents, personal data and other compliance hurdles. Keep up with the latest industry shifts and trends by continuously scraping LinkedIn data. Our API is easy to integrate into your existing workflows, making LinkedIn data collection straightforward.
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. 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.
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“Solid Boost to My LinkedIn Marketing in Just a Few Weeks”Expandi has really stepped up my LinkedIn sales game in a short span of time. 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.
Top 16 LinkedIn Scraping Tools
The speed and accuracy of LinkedIn Scraper APIs ensure that businesses stay competitive and always ahead of trends and opportunities. LinkedIn Scraper works effectively to help you extract data instantly while saving both time and effort. Furthermore, high latency ensures relevant data is retrieved for fast-moving industries like recruitment, sales, and business intelligence.
Key Features of Scrapingdog
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.
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. 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.
