10 best LinkedIn scraping tools for 2025

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.

• Its dashboard features an API playground that automatically generates code snippets based on selected parameters.
• You’re looking for div elements with the class content-hub-entities, which hold the article listings.
• 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.
• The platform can handle tasks like extracting public profiles, job postings, or company information.
• Like Phantombuster, they are a generalist scraping platform, but they offer many LinkedIn automation and scraping features.
• Go to a LinkedIn profile and look for the information you can extract.
• You can also make use of LinkedIn scraping for your recruitment needs, as it enables faster and more efficient talent sourcing.

Job Listings Collection by URL

Extract job listings using advanced search criteria and filters to find relevant opportunities. Update the job URLs to collect information about specific job listings. Unlike most solutions on the market, we do not use a database (neither purchased nor built up from our clients).

Pricing for the top LinkedIn scraping tools

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. Moving away from singular developer solutions, we are now talking large-scale.

What is Data Scraping?

In this guide, we have discussed the best way to scrape job postings in 2024. In addition, ScrapIn is legally compliant and operates within a legal framework. Hence, this API stays compliant with data protection laws including GDPR and CCPA. Install PhantomBuster’s browser extension and connect to your LinkedIn.

Frequently Asked Questions about LinkedIn Data Scraping

Proxycurl offers a LinkedIn scraping API designed to extract data from LinkedIn profiles, company pages, school profiles, and job listings. Its endpoints enable users to search for companies based on specific criteria and perform additional data enrichment tasks. 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.

Export the scraped company data to a CSV file

However, utilizing the Bright Data Scraping Browser allows you to overcome these obstacles, ensuring uninterrupted scraping. In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup. After you learn about the process step-by-step, you’ll also learn about the Bright Data solution that makes scraping LinkedIn much faster. Discover the top proxycurl alternatives for efficient LinkedIn scraping.

LinkedIn Scraping Tools You Have To Try in 2025 [FREE tools included]

By syncing data such as job titles, company details, and contact information, you can turn your CRM into a powerful platform for sales engagement. You can use the scraped LinkedIn data to create truly compelling email campaigns and lead-generation strategies. Leverage collected profile details like job titles, industries, and so on to personalize your outreach. So, it’s easier to use LinkedIn scraping tools, which provide a significant advantage by automating data collection and streamlining your marketing efforts. It uses a proxy pool and headless browser technology to handle dynamic content and prevent IP blocking to retrieve detailed information.

Proxy-based LinkedIn scrapers

• 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.
• Another feature scraper brought to you by yours truly is the LinkedIn-API by Tomquirk.
• This can be a time-consuming process if done manually, but with the help of a LinkedIn scraper, you can accomplish it in a matter of minutes.
• Once you have created an Evaboot account, click on “Get Chrome Extension”.
• In 2022, they launched a new line of dataset products, with variety that rivals or even exceeds that of Coresignal’s datasets.
• The Snov.io is a great sales automation tool, small-scale CRM, email marketing tool, and lead generation tool.
• If you’re a developer or someone who’s comfortable working with APIs, the ZenRows API offers a powerful way to scrape LinkedIn data.

It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates. “Automated LinkedIn network building & brand awareness – if a little clunky”The ease of importing lists, especially combined with Sales Nav, for a steady growth of connections. Even if you change the content of a Funnel, the queued activity isn’t edited. “Great tool to organize your work and contact new leads”It has been a very good experience so far and has resulted in good deals.I like the friendly approach from all team.

Sales Navigator Account Lists

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.

Best Web Scraping Proxies: A Complete Guide

Collect a wide range of LinkedIn data, from career history to current roles, in real-time. Ranking is in ascending order based on the lowest starting price, with the exception of the products of the article’s sponsors which are linked to their websites. Now, you can apply filters to further refine your choices and obtain specific data that meets your criteria, then click “Purchase options” to see how much it’ll cost.

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. Afterwards you could conduct outreach campaigns or export the scraped profiles which includes data points like name, phone number, and email. LinkedIn_Scraper is designed to automate the extraction of data from LinkedIn user and company profiles.

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. It allows users to send personalized messages, connection requests, and follow-ups to their LinkedIn contacts. Scrapin.io’s LinkedIn Scraper API provides an intuitive LinkedIn scraper suited for marketers, recruiters, and researchers. The platform simplifies data collection with a browser-based interface and allows the export of structured data, such as contact details, education, and professional experience.

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.

• This commitment to ethical standards means that users can leverage the power of ScrapIn with the confidence that they are conducting their data gathering responsibly.
• They guarantee fresh profile data updated within the last 29 days, ensuring you always have access to the latest and most relevant information.
• Furthermore, high latency ensures relevant data is retrieved for fast-moving industries like recruitment, sales, and business intelligence.
• The platform is easy to navigate, and there were no hiccups signing up for a free trial either.
• Once the recruiter has compiled a list of potential candidates, they can use LinkedIn’s messaging feature to reach out to them and measure their interest in the position.
• Some APIs need technical skills to use, but others are easier to work with.

“Extremely useful tool for economic research”I use Bright Data to collect data on employment in Israeli high-tech. The database covers a large portion of the employees in the industry, is frequently updated, and is straightforward to access. “Excellent service for optimizing LinkedIn outreach.”I like that it’s easy to use and allows me to run multiple campaigns.

• It’s also great if you have specific scraping needs that other tools can’t address.
• It’s packed with powerful features to ensure fast, reliable, and uninterrupted scraping from challenging websites like LinkedIn.
• No-code LinkedIn scrapers are ideal for individuals and businesses that need data extraction without programming knowledge.
• “Great tool to organize your work and contact new leads”It has been a very good experience so far and has resulted in good deals.I like the friendly approach from all team.
• The approval process can take several weeks, and there is no guarantee you will be approved.
• Another useful feature of Meet Alfred is its ability to automatically send connection requests, messages, and follow-up messages to potential leads.
• TexAu is a cloud-based toolbox that’s all about eliminating the tedious grunt work of generating leads and getting your outreach on autopilot.

LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need. 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.

Its data scraping capabilities, combined with its outreach automation features, make it a powerful tool for B2B sales professionals, recruiters, and marketers. Apify is an online platform that helps developers build, deploy, and publish scraping, data extraction, and web automation tools. 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.

• 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.
• Leverage collected profile details like job titles, industries, and so on to personalize your outreach.
• LeadIQ is a prospecting platform for SaaS sales teams to book more meetings through better prospecting.
• Although manual web scraping works for small-scale data extraction, it becomes time-consuming and inefficient at scale.
• This enterprise-grade solution handles complex infrastructure requirements including proxy management, request throttling, and data parsing.
• Pin LI Prospect Finder in your extension bar on the top of the browser for easy access.

How to Make a Short LinkedIn URL

Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly. 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. This eliminates the need to switch between multiple tools, saving you valuable time and effort.