What Are the best tools to scrape data from linkedin?

How Can I Scrape Data From LinkedIn?
LinkedIn became the best social network to connect with professionals and business owners and currently has over 740 million active monthly users. For this reason, business entities, social scientists, and researchers have found LinkedIn a great source for finding leads and selling things. It’s the online place where you can do almost everything: make new connections, find a good job, hire talent, share content about your product or services, and also promote your business. And if you’re thinking about scraping data from LinkedIn then you have to use LinkedIn Scraping Tools. This option will bring all the desired data from LinkedIn in one place and this is the subject of this blog.
What Is A LinkedIn Scraper?
A LinkedIn Data Scraper refers to a tool that is engineered to mine data from public LinkedIn profiles and groups. Data extracted may include email, phone numbers, business/username, connections data, etc.  A Web Scraper provides you data in ready to use formats like CSV, Excel, or text files.
What Are The Best LinkedIn Data Scrapers In 2021?
If you can’t develop a LinkedIn Data Extractor yourself that can evade blocks, then using an already made solution is the way to go. There are many ready-to-use LinkedIn Data Grabbers in the market you can use for your LinkedIn scraping task. While some are free, I usually do not advise people to use them as they are either restrictive or are not as efficient as they should. Paid LinkedIn Crawlers are the best. This is because the developers are compensated financially to keep the scrapers functional according to the updates. Below are some of the best LinkedIn Scrapers in the market.

1.LinkedIn Lead Extractor
LinkedIn Leads Grabber is the best tool for scraping LinkedIn profile data. However, when it comes to scraping data from LinkedIn, LinkedIn Email Extractor has proven to be one of the best LinkedIn scrapers you can use in the market right now. The LinkedIn Phone Number Scraper is easy to use and comes with a visual point and click interface for training the tool on the data to be scrapped. You can scrape email, phone number, name, skills, social media links, and all other information that is publicly available.
Pricing: Starts at $40 per month
Free Trials: 3 days of free trial  with limitation
Data Output Format: CSV, Excel, Text
Supported Windows: Windows 10, Windows 8, Windows 7, Windows Vista, Windows XP, Windows 2003, Windows 2000, and Net Framework v4.0
Coding: No Coding Required To Use It
Profiles: It Can Scrape 500 – 700 LinkedIn Profiles In A Day
2.LinkedIn Sales Navigator Extractor
With this tool, you can scrape profiles of connections of yourself, friends, users, and companies from LinkedIn and LinkedIn Sales Navigator.  With Sales Navigator Extractor, you can enter a company. Person name and job titles that you’d like to scrape from LinkedIn, and the tool does the rest. LinkedIn Sales Navigator Email Extractor finds all the relevant contacts at those companies/user profiles, including names, job titles, company names, LinkedIn profiles, phone numbers, connections, and email addresses.
It’s the perfect LinkedIn Profile Extractor for sales executives, companies, and business owners to build targeted leads without writing a single line of code. It also doesn’t violate any terms and conditions of LinkedIn and your account will be safe while scraping.
Pricing: Starts at $50 per month
Free Trials: 3 days of free trial  with limitation
Data Output Format: CSV, Excel, Text
Supported Windows: Windows 10, Windows 8, Windows 7, Windows Vista, Windows XP, Windows 2003, Windows 2000, and Net Framework v4.0
Coding: Zero Coding Required To Use It
Profiles: It Can Scrape 1000 – 1200 LinkedIn Profiles In A Day
3.LinkedIn Recruiter Extractor
This tool is specially designed for HR managers, Recruiters, and Agencies. LinkedIn Recruiter Scraper has many features when it comes to scraping candidate data from LinkedIn. You have the option to search for candidates on LinkedIn by using characteristics such as first and last name, location, company name, etc. You will have all the information on one dashboard and this will make LinkedIn Scraping even easier. With all the information in one place, it will be easier for you to search for your desired candidate information.
Pricing: Starts at $50 per month
Free Trials: 3 days of free trial  with limitation
Data Output Format: CSV, Excel, Text
Supported Windows: Windows 10, Windows 8, Windows 7, Windows Vista, Windows XP, Windows 2003, Windows 2000, and Net Framework v4.0
Coding: Zero Coding Required To Use It
Profiles: It Can Scrape 1500 – 1800 LinkedIn Profiles In A Day
Final Words:
Make no mistake about it, scraping LinkedIn data is difficult and requires a great deal of programming, proper planning, and execution for it to work out. If you know you can’t build your own web scraper for LinkedIn, then the only option left is to use an already made LinkedIn Scrapers in the market. Above is a list of LinkedIn Email Scraping Tools that have been tested and have proven to work.
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