10 best LinkedIn scraping tools for 2025

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.

LinkedIn Sales Navigator API

Plus, many offer other exciting features like automation to help you find and connect with the right people on LinkedIn in autopilot mode. Dripify is a LinkedIn automation tool that helps sales professionals automate various tasks on LinkedIn. They provide a LinkedIn scraper that enables users to access lead data available on LinkedIn and export the collected data to a CSV file. ScrapIn is one of the best solutions for scraping LinkedIn data at scale. 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.

Business Intelligence Through Web Scraping

Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration. One of the strong points concerning the benefits of a LinkedIn Scraper API is its speed. Imagine having to go through hundreds, even thousands, of LinkedIn profiles to scrape information from them manually. Not only would that take hours, but much critical information can be lost due to human error.

How to choose a LinkedIn scraper

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. LinkedIn company scraper offers a range of customization options to refine your searches and target specific audiences. With Derrick, you can rest assured you are collecting the right data to make informed decisions and drive your business forward. With such rich information in hand, you can create more personalized and effective marketing campaigns that resonate with your audience.

What is a LinkedIn scraper?

One of the key advantages of using Lemlist as a LinkedIn scraping tool is its user-friendly interface. The tool is incredibly easy to use, even for users who have no experience with web scraping or data extraction. Plus, Lemlist is highly customizable, allowing you to tailor your scraping parameters to meet your specific needs. LinkedIn LinkedIn Scraper scraping tools automates the process of extracting data from LinkedIn profiles. 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.

• Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs.
• One of the key advantages of using Oxylabs is its ability to bypass LinkedIn’s anti-scraping measures.
• Remember, while it’s technically possible to navigate around these techniques, doing so may violate LinkedIn’s terms of service and can lead to your account being banned.
• 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.
• By scraping LinkedIn for job titles and current employers, a sales rep could build a list of product managers in tech companies for a new software tool.
• By collecting actual profile details, you can ensure the contact database remains fresh and well-enriched.
• By scraping LinkedIn for specific skills, experience levels, and educational backgrounds, recruiters can pinpoint potential candidates who match the job requirements closely.

Competitors’ company followers

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.

No-Code LinkedIn Scrapers

Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it. You’re searching for li elements with the class results-list__item, which contains the course listings. For each course, you extract and print the title, creator, duration, and link.

Method 1: Free LinkedIn Scraper

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.

Key Features of Scrapingdog

Dripify is a LinkedIn automation and prospecting cloud platform that supports sales professionals in automating various tasks on LinkedIn. The service offers several features and tools, including a LinkedIn scraper. That allows users to retrieve email addresses, phone numbers, and more from LinkedIn profile pages and export the data to a CSV file. One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper. This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud.

Pricing for the top LinkedIn scraping tools

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.

Method 2: Bright Data LinkedIn Scraper API

Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use. 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. Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs.

The tool employs advanced web scraping techniques to extract data from LinkedIn profiles quickly and efficiently. In addition, it offers a range of features, including viewing and downloading data samples, browning full data dictionaries, and calculating custom data prices. One of the key advantages of using Oxylabs is its ability to bypass LinkedIn’s anti-scraping measures.

Proxycurl gives you access to rich B2B data from more data sources than just LinkedIn. If you’re not comfortable with coding or don’t want to deal with APIs and scripts, tools like the LinkedIn Scraper from LeadLoft are a lifesaver. They’re built for people who just want results without the technical hassle. Although LinkedIn prohibits scraping in its TOS, the enforcement is often limited to high-volume or disruptive activities.

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. The speed and accuracy of LinkedIn Scraper APIs ensure that businesses stay competitive and always ahead of trends and opportunities.

• Zyte, a web scraping company, provides a general-purpose API equipped with data parsing capabilities, primarily catering to the e-commerce sector.
• It is an AI powered talent search engine built to help sources find and hire the right talent, fast.
• Unlike tools like LinkScrape or LinkedIn-API by TomQuirk, TufayelLUS Scraper excels at extracting specific skill details and endorsements.
• You can categorize your contacts by industry, seniority, or location and, therefore, conduct more targeted marketing campaigns.
• One aspect that needs improvement is that I’ve tried to reach out to the company for more options, but it’s too difficult because they don’t even appear on LinkedIn.
• If you don’t, you can still hire a freelancer to build a custom LinkedIn scraper for your needs.
• They have a dedicated web scraper for LinkedIn that extracts and parses LinkedIn public data.
• All our data is gathered in real time, this is very interesting if you need to have always up-to-date data.

Bright Data

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.

• It started as a LinkedIn messaging automation tool and then added LinkedIn cold emailing to its sequences.
• TalentNeuron is another workforce analytics platform that offers insights into labor market trends, talent availability, and workforce planning.
• Hence, this API stays compliant with data protection laws including GDPR and CCPA.
• It helps you save time and boost your LinkedIn outreach campaign’s efficiency.
• This code fetches job listings from a LinkedIn search page for frontend developer positions in the United States.
• Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels.
• By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape.

Web scraping is more than just a technical tool—it’s a strategic asset that empowers businesses to make informed decisions, identify trends and maintain a competitive edge. By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape. Different businesses have different requirements when it comes to data. Whereas a small recruitment agency may want to extract candidate profiles, a big corporation may need to acquire data about potential business partners or market competitors. That’s where the customization possibilities of the LinkedIn Scraper API come in.

Cloud-Based LinkedIn Scrapers

Dripify is a cloud-based LinkedIn automation and scraping tool designed to help your sales team automate LinkedIn prospecting and close more deals. Another feature scraper brought to you by yours truly is the LinkedIn-API by Tomquirk. A highly favored tool among developers for its flexible, code-based approach to scraping LinkedIn profiles, job listings, and more.