LinkedIn Scraper: 25+ Best Scraping Tools in 2025

By the way, Snov.io provides a free built-in CRM to help you organize your lead base and manage your sales processes in one place. Collect prospects’ profiles using our LinkedIn scraping tool and keep all your leads in one place to focus on the right deals. Captain Data is a code-free platform that helps extract, compile, and integrate data from various sources easily.

Manual Scraping

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.

Bright Data

This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended. Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction. To clarify any uncertainties, consult with legal counsel to understand the laws and regulations relevant to your jurisdiction. Scraping personally identifiable information or exposing the scraped data to the public are likely to be illegal in most jurisdictions. As explored here, the best tool is Bright Data’s LinkedIn Scraper API. Based on an award-winning proxy network with 72+ million IPs, this solution exposes endpoints to scrape public LinkedIn data.

Best LinkedIn Scraping Tools

Our software ensures compliance, efficiency, and customization to meet your goals. However, the effectiveness of LinkedIn scraping hinges on a responsible approach. Please note that the pricing of the products listed in this article may change.

Perform Targeted Searches

Explore user-friendly tools perfect for data extraction, from beginners to experts. These are referred to as the safe “Rate Limits” for LindekIn data scraping. Hence, if you respect these limits, you can prevent yourself from getting hit by LinkedIn’s algorithm. If you don’t comply, LinkedIn is likely to block your account due to unauthorized data extraction activity. You can take advantage of advanced search filters offered by LinkedIn.

Best LinkedIn Scraping Tools We Tried

After testing 12 tools, we’ve got a pretty good idea of what’s worth your time. Let’s start by installing all the dependencies we’ll be using for this LinkedIn scraping project. First, create a new free ScraperAPI account to have access to our API key. As per LinkedIn’s policy, it is very clear that scraping isn’t allowed. If you’re looking for a tool that can grow with your business, Proxycurl offers a scalable API that can be integrated into various systems.

Key Features of Linked Helper 2

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. Continuous monitoring systems and team education can help your company stay compliant and foster a culture of integrity.

Export Sales Navigator Leads: A Step-by-Step Guide

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.

• Bright Data is a data collection platform that provides businesses and individuals with various web scraping and proxy services.
• This free GitHub package allows scraping personal and company LinkedIn data for free.
• Similarly, recruiters can use PhantomBuster to automate their outreach and make their recruitment process more efficient.
• While that may be true for some of the older tools out there, modern APIs for LinkedIn Scraper are designed with ease of use in mind.
• Fetch a person’s LinkedIn profile data using their public profile URL or unique identifier.
• Extracting insights and contact details from endless people and companies on LinkedIn is one tedious, mind-numbing task.
• It allows you to manage all your LinkedIn data enrichment operations directly from Google Sheets.

What is a LinkedIn Scraper API?

It allows unlimited email automation and integration with various lead sources, enhancing lead generation and outreach efficiency. It started as a LinkedIn messaging automation tool and then added LinkedIn cold emailing to its sequences. “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.

The Future Of Web Scraping

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. For instance, recruiters often turn to LinkedIn to source candidates for open positions.

Proxycurl will provide you with a simple and scalable API that you can build into whatever you need it to be, or into your existing systems. It easily solves the need of having to scrape LinkedIn profiles, and you gain access to even richer data than you could obtain by scraping LinkedIn alone. 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.

Step 3: Use Chrome DevTools to understand LinkedIn’s site structure

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 Bright Data LinkedIn Scraper

It is best for anyone looking to quickly extract valuable data and insights from LinkedIn profiles and other websites. With CoreSignal, you can scrape LinkedIn profiles based on multiple filters, such as job titles, company names, and industries. Once extracted, you can send the data directly to your preferred storage or export it in CSV or JSON formats. This intelligent tool offers various LinkedIn scraping features, supercharging lead generation, marketing, and sales campaigns. It is built on an auto data point identification model that makes data detecting and scrapping a breeze.

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. Each user gets a unique IP address too, ensuring your automated actions stay under LinkedIn’s radar. Plus, with a range of APIs and integrations, piping your fresh LinkedIn data into apps, BI tools, and workflows is a breeze. Their state-of-the-art tech uses machine learning to automate scraping in a human-like way, navigating even the most dynamic, JavaScript-heavy sites without raising red flags. Their API lets you enrich profiles with additional data points like personal email addresses, phone numbers, and estimated salary ranges.

• This means you can extract data with ease, even if you have no experience with web scraping or data extraction.
• 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 Web API, in particular, offers tools like page interactions and parsing templates.
• It provides workforce intelligence by analyzing publicly available workforce data.
• Whether you’re looking to automate outreach on Twitter, Facebook, Instagram, or even Google Maps, PhantomBuster has got you covered.

In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation. Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there. If you need to scrape LinkedIn profiles for things like talent acquisition, market research, or sales prospecting, Scrapingdog can help you get all the data you need easily. PhantomBuster offers a LinkedIn profile scraper and a company scraper to scrape public data from the platform. Nimble is a web data gathering platform providing various scraping APIs tailored for specific purposes such as SERP, E-commerce, Maps, and a general Web API.

Best LinkedIn Scraper: Summary Table

One of Octoparse’s biggest advantages for LinkedIn scraping is its library of pre-built task templates. And if you’re a code junkie, Bright Data has got your back with their Scraper API and code templates for popular websites. 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. This is really good data as if someone follows a competitor on LinkedIn, you can be pretty sure that they will be interested in your products or services.

• LinkedIn company scraper offers a range of customization options to refine your searches and target specific audiences.
• Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data.
• The risk of using browser extension scrapers is dependence on browser.
• This way, outreach efforts are always based on accurate and up-to-date information.
• It is powered by the capability to extract data from LinkedIn profiles based on various filters, including keywords, location, industry, and more.
• Simply put, you set up automation for LinkedIn, Twitter, Google, and other platforms to automatically extract data, surface new leads, and reach out to them.

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.

For a straightforward, user-friendly experience, Waalaxy, Lemlist and ParseHub are designed with simplicity in mind. SeekOut combines LinkedIn data with other sources to offer a robust platform for diversity hiring, talent sourcing, and analytics. It is an AI powered talent search engine built to help sources find and hire the right talent, fast.

You’re looking for div elements with the class content-hub-entities, which hold the article listings. For each article, you extract and print the title, description, and link. This code fetches job listings from a LinkedIn search page for frontend developer positions in the United States. With a considerable number of professionals joining every day, LinkedIn tends to serve as a vast and authentic resource for data collection.

• Web scraping is generally legal when done ethically and within the bounds of regulations like GDPR and CCPA.
• This social scraping tool is compatible with proxies and features automated proxy rotation to optimize data collection.
• Now, it’s time to start contacting your leads and turning them into clients.
• 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.
• Once you have scraped LinkedIn data, you can use the information to make the most crucial financial decisions.

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.

• Additionally, ProspectIn allows you to target specific LinkedIn profiles based on criteria such as job title, location, and industry.
• With so many LinkedIn scraping tools out there, how do you know which one to choose?
• Import.io allows you to pull data from LinkedIn or any website and have this data updated in real time.
• You can easily find your ideal prospects based on criteria like job title, industry, location, etc., and automatically enroll matching profiles into your automated campaigns.
• This information can be used to create targeted lists of potential customers for your sales team to contact.
• With a couple of clicks, you’ve got workflows handling prospecting, data enrichment, outreach sequences, and anything else that used to be a massive time-suck.
• So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date.
• Scraping publicly accessible data is generally legal if it does not harvest private information or bypass security measures.

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

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. The tool has a simple and user-friendly interface that lets you quickly and easily extract data from LinkedIn profiles.

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.