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Read this full review of the top LinkedIn scrapers in the market today.
LinkedIn has become the leading platform for professionals worldwide, with over 830 million users in more than 200 countries. The site contains a tremendous amount of valuable information, including candidate profiles, company details, and job postings. Having access to that data could make all the difference to your business. The solution to automate the data extraction process is a LinkedIn scraper!
In this comparison article, you will explore the 10 best LinkedIn scrapers of the year, helping you choose the most suitable one for your needs.
A LinkedIn scraper is a tool specifically designed to programmatically extract data from LinkedIn pages. It automates the process of gathering information from profile pages, company pages, and more. Such a scraper is commonly used to collect useful data for lead generation, recruitment, market research, and data analysis.
There are different types of LinkedIn scrapers, and they can be classified into the following three categories:
Time to explore each of them!
Scraping APIs
Scraping APIs are online interfaces for extracting data from LinkedIn pages on the fly. They return the extracted data in a structured way, such as JSON or XML.
👍 Pros:
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No-code Tools
No-code tools are desktop software or online applications that allow even non-technical people to scrape LinkedIn data through a visual UI. For LinkedIn, these are generally automation tools that offer the ability to compose data management workflows by putting together several built-in tasks.
Browser Extensions
Browser extensions for LinkedIn scraping are add-ons that run directly within your web browser. They enable you to scrape data while browsing LinkedIn.
When scraping LinkedIn, you can extract a wealth of valuable data, including:
These are just three examples, but there is a lot of other important information you can retrieve from Linkedin. Leveraging this data helps you enhance your recruiting efforts, perform lead generation, conduct market research, and develop targeted marketing strategies.
Here are the most important aspects to consider when selecting the best LinkedIn scrapers:
Let’s explore the list of the best LinkedIn scraping tools, selected and ranked according to the criteria presented earlier.
Bright Data is the leading proxy provider, boasting a robust infrastructure with over 72 million IPs spanning 195 countries. Its offerings include proxy services that cater to diverse needs and are complemented by dedicated scraping solutions. These include APIs for efficient data collection.
Bright Data’s LinkedIn Scraper API facilitates the extraction of public LinkedIn data while adhering to GDPR and CCPA regulations. It supports automatic IP rotation, CAPTCHA solving, and user agent rotation to let you scrape LinkedIn data without worrying about blocks. It also features a no-code interface for rapid development.
The LinkedIn Scraper API consists of three primary tools:
These APIs offer flexible, scalable, and compliant solutions for a wide range of LinkedIn data extraction needs. In detail, they are based on a reliable proxy infrastructure to achieve high performance, scalability, and data quality.
Type: No-code interface + Scraping API
Main Features:
Scrapable Data:
Free Trial: Yes, 20 API calls for free
Pricing:
Reviews:
Linked Helper is a multi-platform desktop application that supports outreach and lead generation on LinkedIn. As a web browser, it can automate manual tasks on LinkedIn without getting detected. Linked Helper is trusted by over 300,000 users worldwide and offers features for automating connection requests, messaging, profile visits, and engagement activities.
The software excels in scraping and is able to extract data from LinkedIn profiles and Sales Navigator. It can fetch information such as contact details, messaging history, and profile insights. This data can then be downloaded as CSV files or integrated with third-party CRM systems. LinkedIn Helper has several positive reviews and comes with a free trial.
Type: No code desktop automation tool
Free Trial: Yes, 14-day trial
Dripify is a powerful LinkedIn automation and lead generation tool. It operates on autopilot, empowering you to create customized campaigns, export comprehensive lead data, and efficiently manage interactions.
Dripify enhances productivity in LinkedIn outreach and lead generation activities through robust and secure features. For example, it excels in scraping LinkedIn profiles and contact information for lead-generation purposes.
Its LinkedIn Scraper tool is able to safely retrieve detailed data such as email addresses and phone numbers directly from profile pages. You can then export this data into CSV files or integrate it into CRM systems and other marketing tools.
The tool has an impressive number of positive reviews.
Type: No-code automation tool
Free Trial: Yes, 7-day free trial
Evaboot is a LinkedIn Sales Navigator Chrome extension scraper for lead generation. It can automatically retrieve clean data and find emails from visited profiles. To ensure lead lists are easy to share and analyze, it supports export to CSV files.
When scraping data from leads matching specified filters, Evaboot automatically cleans data by correcting names, job titles, and company names. The tool is GDPR compliant and is backed by over 50,000 downloads and a 4.8/5 review score on the Chrome Web Store.
Type: Chrome extension
Free Trial: No
Lix is a B2B lead generation and data enrichment platform that offers seamless integration and real-time extraction of data from LinkedIn profiles and search results. It provides access to a wide array of information such as verified email addresses, job titles, industries, and more.
One of Lix’s standout features is its LinkedIn scraping API, designed to streamline data acquisition. This API enables you to programmatically fetch LinkedIn data such as company insights, contact details, and organizational hierarchies.
Note that Lix currently supports LinkedIn standard, Premium, and Sales Navigator searches. The Recruiter version of LinkedIn is not supported as of this writing. Also, you can link your profile to the scraper, which may result in your profile being banned as using bots is against LinekdIn’s terms of service.
The pricing model differs from the other LinkedIn scrapers on the list. First, you must purchase a plan granting access to specific features. Then, to utilize Lix’s LinkedIn scraping API, you have to buy additional API credits on a pay-as-you-go basis.
Type: Scraping API
Free Trial: Free plan + 10 API requests available for free
Scrupp is a Chrome extension designed for LinkedIn data scraping with a single click. It facilitates tasks such as extracting prospects, exporting search results, finding personal emails, verifying email validity, detecting open profiles for direct messaging, cleaning data for email campaigns, filtering high-value leads, and accessing data from blocked profiles.
Moreover, Scrupp offers a LinkedIn Scraping API that mirrors the capabilities of the extension, supporting profile data extraction and enrichment. Unfortunately, the API documentation lacks many details and there is no refund policy.
Type: Chrome extention + Scraping API
Free Trial: Yes, 100 credits available for free
PhantomBuster is a versatile automation platform that simplifies data collection and outreach efforts across various sites, including LinkedIn. Trusted by over 100,000 businesses, it offers 100+ pre-built automations to gather leads, enrich data, and execute outreach campaigns. The platform provides accessible no-code tools that enhance productivity by automating repetitive tasks.
When it comes to LinkedIn web scraping, PhantomBuster offers tailored automations. These include “LinkedIn Profile Scraper,” “LinkedIn Company Scraper,” “LinkedIn Inbox Scraper,” “LinkedIn Job Scraper,” and others. The platform also integrates with CRM systems, ensuring that extracted data smoothly goes directly into business workflows.
29% of reviews on Trustpilot are 1-star, with several concerning reports that using the platform may lead to your LinkedIn getting banned.
Type: No-code automation and data scraping tool
Free Trial: Yes, 14-day free trial
Nimble is an online platform specialized in streamlining web data-gathering pipelines. It also comes with a LinkedIn Scraper API to extract actionable insights from LinkedIn’s public web pages. Optimized by AI and supported by a vast proxy network with millions of IPs, this service provides high scalability.
Nimble’s LinkedIn Scraper API seamlessly integrates with any HTTP client in any programming language. Pricing plans are flexible, featuring a pay-for-success model and a pay-as-you-go option. However, tailored support is only guaranteed on the Professional plan, starting at $1500.
Nimble’s LinkedIn Scraper API prioritizes speed, reliability, and compliance with GDPR and CCPA regulations. While the service shows promise, there are only a handful of online reviews to back its effectiveness.
Free Trial: Yes
Proxycurl offers a suite of tools that serve as plumbing for fresh and processed data in your application. Central to its offerings is the LinkedIn Profile Scraping API, which can effortlessly fetch data from LinkedIn profiles. This API collects detailed information such as job histories, contact details, educational backgrounds, and more.
Proxycurl prioritizes data accuracy and compliance with privacy standards like GDPR and CCPA, ensuring trust and reliability for both businesses and individuals. Note that the few customer reviews online raise concerns about the service’s billing practices, as the monthly plans require a commitment for at least 12 months.
Free Trial: Yes, trial API key available
Captain Data is a no-code automation platform that makes LinkedIn automation and web data extraction easier. It can efficiently retrieve LinkedIn data such as profiles, job titles, company details, and event information. Going beyond basic scraping, Captain Data enriches this data by integrating tools like email finders for verified contact information.
The platform gives you the ability to automate complex workflows by creating custom processes involving a variety of pre-built automations. These include tasks such as “Extract LinkedIn Similar Companies,” “Extract LinkedIn Polls Participants,” “Extract LinkedIn Event,” “Extract LinkedIn Profile.”
The main weakness of Captain Data is definitely its entry price of $999 per month, which can appeal only to large companies. Also, you are not fully in control as you must rely on the automations available on the platform.
Type: No-code automation platform
Take a look at the best LinkedIn scrapers in the summary table below:
In this article, you learned the importance of retrieving data from LinkedIn and why using a dedicated LinkedIn scraper is the best solution. Specifically, you explored the key elements to consider when evaluating LinkedIn scraping tools. The problem is that there are some many scraping tools online that testing them all would be challenging. Forget about that as we have done the research and selected the best LinkedIn scrapers for you!
FAQs
t getting banned or suspended.
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