LinkedIn Scraping: Practical Guidelines, Safety Measures, And Tools For 2025

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.

LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data.
It’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades.
With the right LinkedIn scraping tool on your side, you can create targeted marketing campaigns that resonate with your audience, grow your brand presence, and drive sales.
So, if you want to find out more about someone’s professional background or skills on LinkedIn, this scraper can do that for you quickly and easily.
This means you can use this tool to connect with new prospects, send personalized messages, and manage your LinkedIn outreach campaigns more efficiently.
It provides workforce intelligence by analyzing publicly available workforce data.

Apify (4.3/ ⭐⭐⭐⭐⭐

Regardless, if you’re looking to get started or need some help, feel free to book a time with my team.
It’s a LinkedIn automation tool aiming to create automated LinkedIn prospecting sequences.
PhantomBuster offers a LinkedIn profile scraper and a company scraper to scrape public data from the platform.
The scraper then searches through thousands of LinkedIn profiles based on these criteria and extracts the desired data from each profile or page.
Activities that don’t seem “human” are flagged by LinkedIn’s algorithm.
Apify is another cool online platform that makes it super easy for developers to create and run scraping tools.
Those are our top picks of scraping tools in 2025 for real-time data collection from LinkedIn for lead generation and email marketing.
These scrapers are designed to serve large corporations that require high-scale data extraction.
Whether you need to create targeted marketing campaigns or identify promising leads, the need for an effective LinkedIn scraper can’t be overruled.

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.

Chrome Extensions Based LinkedIn Scrapers:

If you do manage to secure API access by a miracle, the data you get is limited.
To cut it short, we must say Helium Scraper is an excellent choice for anyone looking to extract valuable data and insights from LinkedIn profiles.
The biggest reason you’d want to use Proxycurl is because it’s an incredibly versatile API that’s designed to be built into your existing systems and workflow.
The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information.
What would take weeks of manual labor can be done in minutes by a LinkedIn scraper, saving you ridiculous amounts of time and effort.
For example, you can use a scraper to extract data from LinkedIn profiles and then import that data into an email marketing or CRM tool.
LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections.
Those who are up for the challenge, I present to you a list of some projects that I deem are perfect for LinkedIn scraping.
This allows you to reach your potential leads automatically and generate more sales.

These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more. It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download. Bright Data’s products include datasets, scraping solutions, and proxy networks. “Helpful tool for lead generation, recruiting, and automating the process”MeetAlfred is an easy-to-use tool to help find leads or potential employees on Linkedin. You can search by term or paste a search url from Linkedin to help find people and then set up sequences for reaching out and following up. Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.

LinkedIn Sales Navigator API

“Powerful automation to boost your business growth”We use TexAu to extract, process, and filter data with just a few clicks of the mouse. TexAu is a powerful automation tool for marketers, sales people, and everyone in between. With the help of data processing and extraction magic, you can automatically extract data from any list or text and start using it for your own use case. The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides. The tool has been designed to extract data from LinkedIn profiles with high precision, ensuring that the data you collect is accurate and up-to-date. This is essential for businesses that rely on accurate data to make informed decisions about their marketing strategies.

Scrape LinkedIn Learning

For example, you might notice hiring surges in a particular sector or identify leads based on job roles and industries aligned with your target audience. After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot. The tool collects basic information such as full name, company, job role, and LinkedIn profile URL and exports it as an Excel file.

Key Features of Scrapingdog

With the right LinkedIn scraping tool on your side, you can create targeted marketing campaigns that resonate with your audience, grow your brand presence, and drive sales. NetNut provides an API for social media scraping, enabling users to extract real-time and requested data from platforms like LinkedIn. This social scraping tool is compatible with proxies and features automated proxy rotation to optimize data collection. Web scraping tools such as Bright Data has their own proxy infrastructure including IPs and servers.

Cloud-Based Linkedin scraping

In fact, here’s a full demo of using a few Proxycurl APIs with real-life use-cases (including one using ChatGPT to build personalized email), by our very own CEO, Steven. ZenRows is perfect if you need a high degree of control and customization. It scales beautifully, allowing you to gather massive amounts of data quickly. And if you’re a tech savvy developer, you can jump ahead and learn how to scrape LinkedIn as a developer here. Our software ensures compliance, efficiency, and customization to meet your goals. However, the effectiveness of LinkedIn scraping hinges on a responsible approach.

Common Scraping Challenges with Free Method

By analyzing competitors’ profiles, businesses can gain insight into their strengths and weaknesses, as well as their strategies for success.
This means you’re no longer manually scraping profiles and wasting time.
“Outbound Data without all the inputs”It’s incredibly helpful to be able to prospect directly from LinkedIn since most of my clients are fairly active on there.
Keep up with the latest industry shifts and trends by continuously scraping LinkedIn data.
They’re lightweight, easy to set up, require no advanced technical skills, and deliver quick results.
For scraping LinkedIn, you’d probably need a browser worker since it’s a complex job.
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.

Bright Data’s LinkedIn Scraper is the ultimate data-mining machine for extracting every juicy bit of public data from LinkedIn. What would take weeks of manual labor can be done in minutes by a LinkedIn scraper, saving you ridiculous amounts of time and effort. Extracting insights and contact details from endless people and companies on LinkedIn is one tedious, mind-numbing task. Data scraping, is not illegal per se, but LinkedIn’s Terms of Service prohibit unauthorized scraping, including job scraping. By analyzing competitors’ profiles, businesses can gain insight into their strengths and weaknesses, as well as their strategies for success.

What is the best way to scrape LinkedIn data?

Data scraping is an efficient way to collect data for processing, analysis, or presentation. 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). This allows us to be systematically up to date in the information we deliver.

No-Code LinkedIn Scrapers

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. Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use.

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. It is proudly sponsored by Proxycurl, as a tip of the hat to the developers’ spirit and ingenuity. Scraping LinkedIn is wildly useful and doesn’t have to be complicated.

“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. BrightData, formerly known as Luminati, is a leading web data platform that provides businesses with structured data from websites. It emphasizes validated email extraction, providing accuracy and effectiveness in lead generation. The tool offers email finding from names, domains, and LinkedIn profiles, along with email verification for high accuracy. They also extract data from social media like Instagram, Facebook, or TikTok. What’s more, Meet Alfred’s campaign sequences feature lets you create personalized messaging sequences that can be sent automatically to potential leads.

LinkedIn search results

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.

For example, if you’re a sales team, then you need this because you have activity quotas to hit. You can use their API to scrape almost anything on LinkedIn without even using your LinkedIn account. You can get all the prospects data stored straight into SalesRobot and launch a mass-messaging campaign, reaching out to every single one. Using all this additional info, you can narrow down your prospect lists to the ones closely resembling your ideal customer profile. In this example, I’ve searched for CEOs of small companies (1-10 employees) in the Bay Area who posted on LinkedIn in the last 90 days.

Why scrape data from LinkedIn?

See the benchmark methodology for evaluating the best LinkedIn scraping tools. If you are looking for a complete solution that can be integrated into any programming language or HTTP client, a LinkedIn web scraping API will be perfect. On the other hand, if you are a non-technical user, a cloud-based LinkedIn automation platform with scraping capabilities may be a better option. You’ll use requests to fetch the page’s HTML content and BeautifulSoup to parse and extract the relevant information. Dive into informative articles, tips, and tutorials on web data extraction.

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.