30 +1 Top LinkedIn Scrapers for 2025 with Pros & Cons

30 +1 Top LinkedIn Scrapers for 2025 with Pros & Cons

This approach allows sales reps and marketers to tailor messaging to each prospect’s roles, needs, and preferences, making the outreach more personalized and, thus, more effective. In general, LinkedIn scraping saves hours that otherwise would be spent manually searching for qualified candidates. So, while scraping LinkedIn can be highly effective, it’s crucial to be aware of anti-scrapping measures and follow ethical guidelines to avoid all risks. Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team.

Key Features of Evaboot

It is a trend for some data solution providers, even though I personally feel it’s more of a bother. After some research, I found out their plan starts from $14,995/ year. Each of these LinkedIn scrapers are categorized and are weighed based on their price and free version availability. Unlike simpler tools, this method provides flexibility and scalability, allowing you to scrape hundreds of thousands of profiles if needed. If you’re a developer or someone who’s comfortable working with APIs, the ZenRows API offers a powerful way to scrape LinkedIn data.

• CoreSignal claims to be a powerful alternative data-scraping tool, making recent data available to any company or individual.
• For example, sales teams can use the API to update lead profiles with the latest job titles, company information, or contact details.
• Businesses can, therefore, cut to the chase without the bloat of superfluous information by personalizing.
• Recruiters can scrap LinkedIn profiles and create lists of potential candidates with specific skills, experience, or qualifications.
• This allows us to be systematically up to date in the information we deliver.
• The platform also enables profile enrichment with additional details like email addresses and phone numbers.
• If your focus is on data extraction and enrichment, Proxycurl offers a comprehensive solution.
• Captain Data is a code-free platform that helps extract, compile, and integrate data from various sources easily.

Job Listings Collection by URL

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.

How to Build LinkedIn Data Scraper with Python (Easy Guide)

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.

How to choose a LinkedIn scraper

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. It’ll rotate IPs after every request (or as needed) and choose the right Headers based on years of statistical analysis and machine learning. With this list, now you’re equipped with the power of identifiable options. Weigh your needs and make an informed decision, because no one wants to change their providers midway. It’s just too much hassle, takes too much energy, money and messes up with your datasets. They have their plans drawn out on their website but to get the pricing details, you will have to contact them.

Getting Started With Linkedin Data Scraping

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. LinkedIn Scraper 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. Once logged in, browse phantoms and search for LinkedIn Profile Scraper.

Lead Generation and Email Discovery 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.

Linkedin Scraping Tutorial with Python

• It’s a LinkedIn automation tool aiming to create automated LinkedIn prospecting sequences.
• With enriched profiles in CRM, teams can tailor their communication strategies more precisely and increase engagement and conversion rates.
• Browser extension LinkedIn scrapers are an ideal option if you’re working alone or in a small team.
• This approach helps minimize risks and ensures compliance with LinkedIn’s policies.

If your focus is on data extraction and enrichment, Proxycurl offers a comprehensive solution. The email finder feature in the platform is acclaimed among users, and I can see why. Lusha sells access to its huge B2B database where businesses can find verified contact details. When used wisely, LinkedIn scraping becomes a powerful asset, empowering businesses to streamline outreach, refine strategies, and make effective data-driven decisions. The legality of LinkedIn scraping occupies a gray area where technical, legal, and ethical considerations overlap. Although scraping publicly available data is not outright illegal, it may conflict with LinkedIn’s terms of service.

Leverage LinkedIn Data for Your Business

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.

LinkedIn Scraper APIKey Features

Another key feature of ScrapIn is its ability to search for data in real time. If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool. First, you need to determine what type of data you want to extract from LinkedIn. For instance, you can look for job postings, profiles, or company information. Identifying your target data allows you to find what you exactly need, which in turn saves time and effort.

Types of LinkedIn Data Scrapers

This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing. Besides LinkedIn data scraper options, Snov.io offers the Email Finder Chrome extension to help you collect high-quality contacts from various websites. In this article, I will guide you through LinkedIn’s limitations and provide practical tips for responsible scraping. When used wisely, scraping LinkedIn can significantly boost your outreach in 2025. Coresignal’s massive database houses over 694 million employee records packed with details like job titles, work experience, education, and contact info. Of course, behind every great outreach campaign is a solid database, which is where Linked Helper 2’s data scraping capabilities truly shine.

The Comprehensive Guide to B2B Data

There are several libraries available that allow for web scrapings, such as Beautiful Soup and Selenium. If they don’t, you can always download the CSV or Excel file they provide and use the import feature of your CRM to add your leads to it. It allows users to send hundreds of personalized follow-up messages daily on LinkedIn, Email, and Twitter, completely on autopilot. However, they also offer the possibility of extracting data from various places on LinkedIn. Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets. It allows you to manage all your LinkedIn data enrichment operations directly from Google Sheets.

• When used wisely, scraping LinkedIn can significantly boost your outreach in 2025.
• As per LinkedIn’s policy, it is very clear that scraping isn’t allowed.
• In addition, it offers a range of features, including viewing and downloading data samples, browning full data dictionaries, and calculating custom data prices.
• This allows users to safely and effectively automate their LinkedIn lead generation and outreach efforts without risking their LinkedIn account suspension or termination.
• It allows users to send personalized invites, messages, and InMails and also supports email outreach.
• You can identify high-potential candidates, particularly those open to new opportunities or with specific skill sets.
• You can use it to extract LinkedIn profile information, including names, positions, and workplaces.

By the end of this post, you’ll know exactly which LinkedIn scraping tool is the best for your needs. However, you can still automate data collection, if you stick to LinkedIn best practices and its ethical guidelines. This approach helps minimize risks and ensures compliance with LinkedIn’s policies. LinkedIn strictly opposes data scraping and has robust measures to prevent it. Most LinkedIn scrapers can directly send the data they extract to your CRM.

• Once the data is extracted, it is usually stored in a database or spreadsheet format, making it easy for users to sort and analyze the information.
• Update the job URLs to collect information about specific job listings.
• “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.
• Plus, you’ll identify the people working at your competitor companies.
• What’s more, having actual prospects’ data, you can personalize your cold email and, thus, make your cold outreach more impactful, increasing the chances of positive responses.
• It is essential to save your business data and avoid LinkedIn restrictions.
• It is LEGAL to scrape publicly available data in LinkedIn, if you are doing it ethically.
• This LinkedIn API is another Python library on GitHub for developers seeking programmatic access to LinkedIn data.

The data collected by the LinkedIn scraper enables a more personalized approach to the prospects. With enriched profiles in CRM, teams can tailor their communication strategies more precisely and increase engagement and conversion rates. 88% of marketers say that using automation tools significantly helps them achieve their most important goals. Besides, insights from scraping can reduce the time spent on leads that don’t match, streamline sales workflow, and ultimately increase the chances of closing deals. Dux-Soup is a robust LinkedIn automation tool that takes the wrath out of prospecting and lead generation. Dripify is a cloud-based software created for sales teams, marketers, recruiters – anyone who wants to streamline and automate their LinkedIn prospecting efforts.

Extract the company profile URL

LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections. The best LinkedIn scraping tools discussed in this article offer unique features and advantages catering to different business needs. 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.

How To Use LinkedIn Scrapers For Lead Generation?

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.

Response Time

Stop relying on personal connections to get more customers and start generating high-quality leads in next 60 mins like our 3200+ users do. Brightdata’s LinkedIn scraper is a part of its Web Scraping IDE, with pricing plans as listed below. This is very similar to LinkedIn Sales Navigator scraper, but instead of scraping Sales Navigator search results, it scrapes LinkedIn search. And finding the best LinkedIn scraping tool for your use case is a total head-scratcher. It will send us directly to the LinkedIn job search result page, where we can create a new search. For the sake of this example, let’s say that we’re trying to build a list of product management jobs in San Francisco.

This can help you build stronger connections and improve response rates. You can then use the collected information to inform your LinkedIn marketing strategies and stay ahead of the competition. What’s more, you can use a LinkedIn post scraper to analyze the types of content your competitors are sharing and the engagement levels they are receiving. Using this information, you can improve the quality and relevance of your own content. Yes, some LinkedIn scraper APIs can be used to automate tasks like sending messages, following/unfollowing users, and managing your LinkedIn network. Let’s say you’re using PhantomBuster to scrape data from 50 profiles every day.

This LinkedIn Scraper is a free and open-source Python library hosted on GitHub. It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles. You can rest assured and be confident that the data collected with the help of PeopleDataLabs is reliable and can be used to drive your marketing efforts forward.

Trial plan include 20 requests with all the features of the paid plans. You can also self-host our open-source package if you want to manage scaling yourself.

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