LinkedIn Scraper

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.

What is a LinkedIn Scraper?

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. Their datasets they extract are focused on firmographic data (information about companies), individual profiles, and other relevant public data.

Linkedin Scrapers Final Comparaison

I highly recommend Scrupp.com to anyone looking for a powerful and easy-to-use project management tool. LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data. Bright Data’s LinkedIn Profile Scraper is a scraping API dedicated to LinkedIn public profiles. It can retrieve data such as name, about, education, interest, company, job title, experience, and more.

How To Export LinkedIn Contacts To Excel? [2025 Guide]

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. This enables you to find individuals with specific educational backgrounds or skills. As a result, you can expect to get access to a vast pool of professionals.

What is a LinkedIn Scraper API?

• 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.
• Uncover new professional connections by extracting comprehensive LinkedIn profiles, perfect for identifying industry leaders and influencers.
• 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.
• Go to a LinkedIn profile and look for the information you can extract.
• It will send us directly to the LinkedIn job search result page, where we can create a new search.
• Its proxy servers are designed to enable businesses to scrape LinkedIn data and other website data with ease.
• For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies.

Extract professional insights instantly with high latency, ensuring data is fresh and relevant. Both Bright Data and Apify delivered data in JSON format, while Nimble, using a more general-purpose API, provided JSON profile data about ~70% of the time. Each URL was processed once by each provider, and the responses were collected for analysis. We are going to explore 13 of the top B2B data providers offering high-quality data and valuable insights.

Integrate in Your Code

Moving away from singular developer solutions, we are now talking large-scale. Data aggregation and analytics scrapers cater to professionals and businesses that need more than just what LinkedIn has to provide up front. A cloud-based scraping and automation tool that supports LinkedIn among other platforms. PhantomBuster advertises itself as the platform for all things lead generation, without the need for any coding skills.

Top 16 LinkedIn Scraping Tools

• They’re lightweight, easy to set up, require no advanced technical skills, and deliver quick results.
• 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.
• Then, log into LinkedIn and retrieve the li_at cookie from your browser’s developer tools.
• LinkedIn can catch you if you’re scraping too much, like checking too many profiles real quick.
• So, you’ve scraped LinkedIn profiles and collected the necessary data.
• For those less technically inclined, no-code scrapers like ParseHub or Octoparse and browser extension-based tools like Waalaxy, Evaboot, or Octopus CRM might be more suitable.
• You can also use no code tools like n8n.io and pipedream.com to use this API.

This tool’s main goal is to automate sending LinkedIn messages and connection requests, but it can also export LinkedIn searches. Linked Helper is one of the oldest LinkedIn automation tools on the market. “Awesome tool for outreach”The level of personalisation and the quality of the AI copy. Now with Lyne we can quickly set-up outreach campaigns and do a lot of testing what works best. The tool is celebrated for its speed, ability to scrape locked profiles, and unlimited page scraping capability. This ensures you have clean lists for email campaigns and CRM integration.

Helium Scraper

If you’re looking for simplicity, tools like LeadLoft’s LinkedIn Scraper make it easy to scrape and use high-quality data. But if you’re comfortable with APIs and need to scale up, ZenRows provides powerful scraping capabilities for larger-scale needs. ZenRows is designed to tackle LinkedIn’s biggest challenges, including CAPTCHAs, IP blocks, and rate limits.

Linkedin Scraper

For those less technically inclined, no-code scrapers like ParseHub or Octoparse and browser extension-based tools like Waalaxy, Evaboot, or Octopus CRM might be more suitable. A lot of standout features in this tool, starting with the Boolean search, which allows you to combine keywords with modifiers like and, not, and or to get more relevant results. The platform also has an AI robot that can work on your behalf and search for potential candidates that qualify for a job.

Choosing The Right Web Scraping Tools

For outreach campaigns, Waalaxy and Octopus CRM are designed with this primary function in mind. 30+ different options to choose from, no wonder you might feel overwhelmed! Now, let me break it down even further by highlighting key factors you should consider when selecting the right LinkedIn scraper.

Key Features of Octoparse

Its no-code data collector even allows users to bypass restrictions like CAPTCHAs and IP bans. In 2022, they launched a new line of dataset products, with variety that rivals or even exceeds that of Coresignal’s datasets. A quick look, and the app is geared for lead generation and GETTING YOUR MESSAGE OUT. The Snov.io is a great sales automation tool, small-scale CRM, email marketing tool, and lead generation tool.

Bright Data LinkedIn Data Set

The risk of using browser extension scrapers is dependence on browser. Unlock the secrets of efficient LinkedIn scraping at Scrapin.io’s blog. Elevate your data extraction skills and stay ahead in the world of business intelligence. In addition to these benefits, ScrapIn maintains a commitment to ethical data scraping practices.

How To Scrape Data from Any Website: 5 Code and No-Code Methods

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 LinkedIn Scraper 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.

On it, you can submit a LinkedIn profile or a desired list of profile URLs. The data it exports includes things like name, LinkedIn profile URL, company, and beyond, but you’ll have to use a separate Phantom, the email extractor, to get an email address. What you need is a thoughtfully curated list of LinkedIn scrapers, categorized to tailor your specific needs, so you can easily pick the right tool for you. If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool. LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need.

The Future Of Web Scraping

They export data points like full name, company, role, LinkedIn profile URL, and then they have an additional feature to obtain email addresses. Once you install the extension, you can perform Sales Navigator searches and then export the data back to Evaboot. While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data.

Linkedin Scraping Tutorial with Python

• By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic.
• The price per credit varies from $0.0216 to $0.1 depending on your volume commitment.
• Lemlist is a powerful cold email software and outreach automation tool to help businesses grow.
• LinkedIn has strict rules that don’t allow people to collect data without their approval.
• Now with Lyne we can quickly set-up outreach campaigns and do a lot of testing what works best.
• In addition to LinkedIn scraping, Captain Data integrates with various sales automation tools, which allows it to build a complex prospecting process.
• LinkedIn Scraper works effectively to help you extract data instantly while saving both time and effort.
• 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.

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 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.

Linked Helper 2 has you covered with custom filters to pinpoint your ideal audience, automated connection requests, and personalized follow-up messages. TexAu is a cloud-based toolbox that’s all about eliminating the tedious grunt work of generating leads and getting your outreach on autopilot. And if you need to find specific profiles or companies, Proxycurl’s got you covered with an advanced search functionality that supports boolean queries and regular expressions.

ParseHub claims that the free version is worth $99, and I don’t doubt it. 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. The platform is easy to navigate, and there were no hiccups signing up for a free trial either. The best thing here is definitely the workforce dynamics (aggregated workforce statistics). An overview of everything you need to know about the company and their employees.

• It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide.
• It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling.
• Their datasets also consist of public and private data from LinkedIn, which they either scraped themselves or acquired through third-party means.
• Let’s say you’re using PhantomBuster to scrape data from 50 profiles every day.
• Ideally, it is a marketplace for corporate connections and job opportunities.

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.

Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs. Originating from Pennsylvania, USA, Jayden’s journey in technology began early, evolving into a career marked by a profound understanding of web development. Specializing in ethical and efficient data extraction, he navigates the complexities of proxies and VPNs with finesse.

If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley. Import.io allows you to pull data from LinkedIn or any website and have this data updated in real time. Just map the data on a page and the platform’s algorithm will do the rest. What you get is an API that gives you real time access to the data on that website.

• It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download.
• 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.
• You have to apply for access, go through an unreasonably long approval process, and even then chances are you might get rejected.
• TexAu is a powerful automation tool for marketers, sales people, and everyone in between.
• “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.
• Breaking these rules can get you into legal trouble, such as having your account suspended or getting fined.
• Bright Data offers a simpler and more efficient alternative, allowing you to effortlessly access vast amounts of LinkedIn data.

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.

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. Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration.

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. LinkedIn enables users to choose from over 36,000 skill titles to highlight on their profiles. LinkedIn has strict rules about the number of connections, messages, and profile visits users can make daily. If these limits are exceeded, LinkedIn can suspend or even terminate your account.

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.

Just load up the relevant template, make a few customizations if needed, and you’re ready to start scraping valuable LinkedIn data with just a few clicks. Prospeo is a LinkedIn scraping and email-finding tool designed for efficient business outreach. “Handy tool fo LinkedIn”The overall experience is very satisfactory as it saves a lot of time and helps in reducing reduntancy. The tool also does the job of checking the validation of the profile so reduces the manual labor required to check post scraping. And as a LinkedIn job scraper, you can use it to research potential candidates you may approach with job opportunities.

Furthermore, the collection of detailed data helps identify patterns and trends that may well have remained hidden. For instance, by analyzing numerous profiles within a particular industry, companies are able to spot emerging skills or certifications that are increasingly becoming relevant. Such insight provides organizations with a competitive edge in terms of informed decision-making using actual and updated information. For instance, recruiters can instantly identify candidates based on their skills, experience, or certifications by structuring data from multiple profiles. Sales teams will have the latest information about leads to craft their pitches.

LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts. Despite being super fast and easy to use, the tool collects leads across the platform and supports automatic bulk data extraction. A good LinkedIn scraper can provide rich insights for businesses and professionals, especially for sales, recruitment, and market research. Thus, instead of manually gathering data, scraping LinkedIn profiles and collecting large amounts of information happens in a minimum time. They’ve got all these ready-made “scrapers” designed specifically to extract data from LinkedIn profiles, company pages, job listings, and more. 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.