You can also integrate email outreach, crafting personalized multi-channel campaigns to maximize your chances of making those valuable connections. And we haven’t even covered the awesome data-cleaning functions that automatically remove typos, emojis, and irrelevant capitalization. Evaboot is a Chrome extension that works around the clock to build you a pipeline of hyper-qualified prospects. They’ve also got rock-solid scalability, so whether you need to scrape 10 profiles or 10 million, Apify can handle it. Just a few clicks and bam, you’ve got a scraper up and running, pulling in all the data you need.

Intuitive User Interface

It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling. With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns. Even if you need to slurp up 10 million LinkedIn profiles, their architecture scales seamlessly while smart optimization keeps everything running at peak performance. But what really impresses me is how Nimble handles scraping at a massive scale.

Linkedin Scrapers Final Comparaison

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.

Step 4: Use the DevTool’s Network Tab to find the hidden API

All our data is gathered in real time, this is very interesting if you need to have always up-to-date data. You can access all publicly data available on Person LinkedIn Profiles such as Job Title, Position History, Educational background and so on. You can also get all Company LinkedIn Profile data such as Industry, Employees, Website, Location … Plus, I’ve included a JS script you can use for scraping LinkedIn and automating your activity. It’s a 7 year old product that’s used by over 300,000 users worldwide. It’s used by salespeople who want to grow their network on LinkedIn with their ideal customers and try to convince them to get on a sales call with them.

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

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.

Captain Data

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.

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

• Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting.
• Coresignal is this powerhouse data provider that gives you access to millions of fresh, comprehensive public web records on companies, professionals, and tech products.
• This innovative software uses advanced algorithms to extract valuable data from LinkedIn and then export the data to your internal tools like Zapier or HubSpot.
• Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML.
• It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates.
• If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered.
• Oxylabs’ advanced proxy servers allow users to bypass these measures and scrape data from profiles and pages on LinkedIn  with ease.

The cloud-based platform also supports integration with apps like Slack via Zapier. Integrate your scraped data with your CRM to centralize your lead information and streamline LinkedIn Scraper your workflow. By syncing data such as job titles, company details, and contact information, you can turn your CRM into a powerful platform for sales engagement.

Why scrape data from LinkedIn?

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.

• And as a LinkedIn job scraper, you can use it to research potential candidates you may approach with job opportunities.
• Are you tired of manually searching for leads and spending hours on tedious tasks?
• It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles.
• Dripify is a LinkedIn automation tool designed to help businesses grow by automating their LinkedIn outreach.
• After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot.
• Whether you’re a recruiter, salesperson, or just someone looking to network, these tools will help you get the job done quickly and efficiently.
• It requires no technical knowledge and automatically handles everything, including email and phone verification, data scraping, and even sending out email and LinkedIn messages.

Can I Connect LinkedIn Scrapers to my CRM?

• The cloud-based platform also supports integration with apps like Slack via Zapier.
• This means you no longer have to spend hours manually copying and pasting data from the social networking platform.
• In this guide, you took a look at some of the best LinkedIn web scraping tools to extract data from the popular social networking site.
• If you’re tired of sifting through endless lists of scraping tools with no clear winner.
• For example, sales teams can use the API to update lead profiles with the latest job titles, company information, or contact details.
• Bright Data’s LinkedIn Profile Scraper is a scraping API dedicated to LinkedIn public profiles.
• Plus, the tool lets you filter and sort the extracted data, making it easy to analyze and use in various applications.

Leveraging your LinkedIn data not only enhances your outreach but also empowers your team with the insights needed to drive growth and build stronger connections with prospects. With this targeted approach, you can enhance your sales strategy by tailoring your outreach efforts. Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients. Sign in to your Snov.io account or create a new one to sync the extension. This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing.

Extract the company name

This allows users to safely and effectively automate their LinkedIn lead generation and outreach efforts without risking their LinkedIn account suspension or termination. 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. It helps you save time and boost your LinkedIn outreach campaign’s efficiency. Several LinkedIn scraping tools are available, each with its own features and benefits.

Proxy-based LinkedIn scrapers

The filters are awesome and have a variety of fields where you can tune your search results. Waalaxy is a freely downloadable LinkedIn scraper that works through Google Chrome extension. The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.

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.

LinkedIn scrapers can be integrated with other tools to create an automated outreach process. One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service. This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.

Additionally, ProspectIn allows you to target specific LinkedIn profiles based on criteria such as job title, location, and industry. Dux-Soup is a powerful LinkedIn automation tool available as a Chrome extension. One of its primary features is its data scraping capabilities, which enable you to extract and export valuable information from LinkedIn profiles and pages. This makes it an invaluable tool for sales professionals, recruiters, and marketers looking to generate leads and grow their businesses. A LinkedIn data scraping tool can be valuable for businesses looking to improve their email marketing efforts.

How to Scrape LinkedIn & 7 Best LinkedIn Scrapers

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.

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.

• If you don’t, you can still hire a freelancer to build a custom LinkedIn scraper for your needs.
• You can export the information as a CSV file or directly integrate it into your CRM.
• Sign in to your Snov.io account or create a new one to sync the extension.
• The tool also does the job of checking the validation of the profile so reduces the manual labor required to check post scraping.

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. While you can use different scraping tools that provide valuable insights, it’s important to conduct job scraping responsibly and in accordance with LinkedIn’s policies. One effective approach is to use a web scraping tool to collect data on competitors’ job titles, skills, and educational backgrounds. Dripify is a LinkedIn automation tool designed to help businesses grow by automating their LinkedIn outreach.

Regular LinkedIn scraping keeps companies agile, well-informed, and ready to adapt to market changes. LinkedIn uses anti-scraping technologies to protect user privacy and prevent unauthorized data extraction. Violating these measures can lead to severe account restrictions or even bans. The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams. However, LinkedIn limits data access, strictly forbidding scraping and making its API hard to access and highly restricted. You can easily find your ideal prospects based on criteria like job title, industry, location, etc., and automatically enroll matching profiles into your automated campaigns.

Captain Data is a code-free platform that helps extract, compile, and integrate data from various sources easily. This tool allows you to automatically scrape employee profiles from specific companies, making it easy to gather data from thousands of profiles. You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder. The free Chrome extension lets you find pre-verified lead contacts and collect their profiles with details such as job title, company website, location, and more. Although the platform is mainly known for its excellent cold email software and outreach automation tools, Snov.io also offers features for effective LinkedIn scraping.

The best thing about LeadCrush is its ability to scrape large volumes of data quickly and accurately. The tool uses advanced algorithms and machine learning techniques to extract data from LinkedIn, ensuring that the data obtained is accurate and up-to-date. Oxylabs allows you to export scraped data in multiple formats, including Excel, Google Sheets, CSV, MySQL, TEXT, and JSON.

All the data scraped is displayed below and you can even choose the format. Similar to Revelio Labs, Entelo provides predictive recruiting and workforce diversity analysis. It’s interesting as the software uses predictive analytics by identifying candidates who are more likely to change jobs. 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.

The data obtained through a LinkedIn scraper allows you to stay updated with the latest market trends. 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.