A tool that standardizes public employment records to create a comprehensive HR database, Revelio Labs is perfect for HR analytics and the data services industry. It provides workforce intelligence by analyzing publicly available workforce data. You also get predictive analytics that anticipate layoffs, growth, and role-specific demand, making it ideal for corporate strategy and workforce planning. The final extension based LinkedIn scraper, Dux-Soup is a great shout if you’re looking to optimize your outreach, without using complex tools.

Why scrape data from LinkedIn?

• With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns.
• If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool.
• 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.
• If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley.
• For instance, recruiters can instantly identify candidates based on their skills, experience, or certifications by structuring data from multiple profiles.
• For instance, recruiters might use it to find potential candidates, sales teams can identify potential leads, and researchers can use it for labor market analysis.

For instance, recruiters often turn to LinkedIn to source candidates for open positions. By scraping LinkedIn for specific skills, experience levels, and educational backgrounds, recruiters can pinpoint potential candidates who match the job requirements closely. Web scraping is the automated process of extracting data from websites. This technology empowers businesses to analyze trends, refine strategies and optimize operations with minimal manual effort. However, collecting this data by hand can be time-consuming and unsuccessful.

Lead Generation and Email Discovery LinkedIn Scrapers

• It emphasizes validated email extraction, providing accuracy and effectiveness in lead generation.
• LinkedIn events are a great source of leads as you can see people who are interested in a particular topic.
• This hack you can use to extract your competitors’ company page followers.
• Are you tired of manually searching for leads and spending hours on tedious tasks?
• Whether you’re a recruiter, salesperson, or just someone looking to network, these tools will help you get the job done quickly and efficiently.
• Also, you should be scraping LinkedIn for legitimate purposes only, such as recruitment, lead generation, or marketing.
• If you want to grow your business, LinkedIn is one of the best places to start.
• These features make it a useful tool for generating leads, allowing you to view potential leads’ profiles and determine if they are a good fit for your business.
• After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot.

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.

What is Data Scraping?

Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code. It’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades. But here’s the real kicker – Scrapingdog packs a serious punch when it comes to handling LinkedIn’s anti-scraping measures. Or go a step further and export it directly into your databases like MySQL, SQL Server, or Oracle with just a few clicks. And the built-in IP rotation keeps you anonymous by automatically cycling through different IP addresses, bypassing anti-scraping measures.

The Comprehensive Guide to B2B Data

During this step, you can tell Phantom how many profiles it can process during each launch. Once you have created an Evaboot account, click on “Get Chrome Extension”. After you have downloaded the Evaboot extension, just add it to Chrome. Go to a LinkedIn profile and look for the information you can extract. For instance, you can find experience, education, and skills by clicking on the profile’s contact info. Once you are sure that the information provided in a profile is useful, just click on the “Scrap Profile” button.

ScraperAPI’s rendering feature allows you to scrape JS-heavy sites without using headless browsers.

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.

job_title = soup.find(‘h3′, class_=’base-search-card__title’).text

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 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.

Facebook Scrapers: 4 Methods & 4 APIs to Scrape FB in ’25

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. It is a trend for some data solution providers, even though I personally feel it’s more of a bother.

Key Features of Waalaxy

• Unlock the secrets of efficient LinkedIn scraping at Scrapin.io’s blog.
• With this data, you can create personalized messaging that speaks directly to your ideal prospects’ needs and pain points.
• You can use the scraped LinkedIn data to create truly compelling email campaigns and lead-generation strategies.
• For example, companies can review job postings, skills, and hiring patterns to identify which roles and expertise are in demand.
• By collecting actual profile details, you can ensure the contact database remains fresh and well-enriched.
• Monthly hand-picked discoveries and stories of thriving in a new world of sales marketing.
• You can categorize your contacts by industry, seniority, or location and, therefore, conduct more targeted marketing campaigns.
• The service offers several features and tools, including a LinkedIn scraper.

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. Hopefully, you now have a pretty good idea of the best LinkedIn Scraper APIs in 2025.

People Data Lab Alternatives [+How to choose]

• Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.
• However, they also offer the possibility of extracting data from various places on LinkedIn.
• You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder.
• In Europe, LinkedIn scraping must also follow the General Data Protection Regulation (GDPR), which includes lawful processing, transparency, and respect for individuals’ rights.
• You can also collect leads from Sales Navigator searches for a more advanced approach.
• LinkedIn has strict rules about scraping data from its website, and it employs several measures to prevent web scraping.
• You’ll be getting major network growth, consistent leads and regular optimisation calls to just keep improving.
• You can get to scraping straight away, although the service might be limited and might need a paid subscription to fully unlock all the features.

Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team. 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. Each user gets a unique IP address too, ensuring your automated actions stay under LinkedIn’s radar. Plus, with a range of APIs and integrations, piping your fresh LinkedIn data into apps, BI tools, and workflows is a breeze. Their state-of-the-art tech uses machine learning to automate scraping in a human-like way, navigating even the most dynamic, JavaScript-heavy sites without raising red flags. Their API lets you enrich profiles with additional data points like personal email addresses, phone numbers, and estimated salary ranges.

Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels. Pin LI Prospect Finder in your extension bar on the top of the browser for easy access. The main difference between Evaboot and other tools compared in the article is that this platform requires a LinkedIn Sales Navigator subscription.

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.

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.

Top 10 LinkedIn Scrapers

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.

Aspect To Consider When Evaluating LinkedIn Scraping Tools

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.

Profile Checker

Then it packages this data into datasets that customers can call using APIs. On the other hand, ZenRows is perfect for any developer who needs to scrape large amounts of data or for anyone struggling to scrape LinkedIn and bypass LinkedIn captchas. It’s also great if you have specific scraping needs that other tools can’t address.

User-Friendly API

Before we can scrape LinkedIn job listings, we first need to understand how to interact with its data. If in case your account is banned, contact LinkedIn and plead for reinstatement. The legality of scraping is based on different factors like the type of data, the website’s terms of service, data protection laws like GDPR, and much more.