10 Best Social Media Scraping Tools for Data Extraction

Last Updated: November 16, 2021



Social media scraping tools can also be described as web scrapers, which you can use for extracting data from social media websites.
Top 10 Social Media Scraping Software for Data Extraction
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Do you want to use social media data for research or marketing purposes? Then, here you can find the best social media scraping tools on the market.

The availability of data was a major issue in research in the past. Unfortunately, it will be necessary to spend large sums of money to access data for your research and business in many cases.

This is not the case anymore. With the internet’s advent, data has become so readily available that it is difficult for people to know what to do.

Some websites that provide big data on human-generated content are social media sites.

This is relevant not only to marketing research and social studies but also for research.

Although social media platforms are very important sources of data, particularly when it comes to human-generated content, extracting data from these platforms can be difficult, especially if you need to access large amounts of data that would not be possible with manual data extraction methods.

Web scrapers that support social media platforms will be the best. We will be sharing the top social media scraping tools that you can use to scrape social media sites in this article.

So, read on and make an informed decision today!

What are Social Media Scraping Tools?

Social media scraping tools can also be described as web scrapers, which you can use for extracting data from social media websites.

Web scrapers, also known as web scrapers, are web-based automation tools to extract data from web pages.

These bots send requests to web pages and, if they are returned, they parse the pages and extract any data. This is done in an automated way, sending too many requests in a short time.

Nevertheless, it makes it possible to extract your data of interest quickly.

While this may benefit you, it can also cause problems if you send too many requests.

Websites and social media platforms don’t like the idea that you could scrape content from their sites and will block you if caught.

Therefore, your bot must be able to bypass the anti-bot system of the target websites to succeed.

Why scrape social media platforms?

social media platforms

Social media data is the most comprehensive and dynamic source of information about human behavior.

This data offers social scientists and business professionals new ways to understand individuals, groups, and societies while allowing them to discover the vast wealth of information hidden within the data.

A survey of techniques, tools, and platforms points out that the early business adopters of social media data analysis were typical companies in the retail and finance industries, who applied social media analytics to harness brand awareness, customer service improvement, marketing strategies and even fraud detection.

You might be wondering why anyone would want to scrape social media platforms such as Facebook, Twitter, and LinkedIn.

Of course, each web scraper will have its reasons, but here are the main reasons you should scrape social media websites.

Lead generation

You can use social media platforms to view the contact information of users, which you can then scrape and use for leads.

LinkedIn, Facebook, and Twitter are the top targets for lead generation and business prospect finding.

LinkedIn and Facebook users have many contacts and professional details that are publicly available.

You can use these details to create leads.

Sentimental Analysis

What does a group think about certain ideas and topics? To find out, all you have to do is to scrape discussions threads and hashtags on the topic and then use that data to perform sentimental analysis.

You can use Twitter to scrape tweets about yourself and perform sentimental analyses to determine if you will be voted.

Marketing and Social Research

Social studies and research are not complete without the use of sentiment analysis. Social researchers and marketers need data to understand their customers’ needs and opinions about their company and competitors.

Many buyers will use social media to vent their frustrations and praise products. Social media scraping can be used to expel terrorists and other criminals.

Social media scraping data can also be used to train Artificial Intelligence systems.

Target market segmentation

Wikipedia defines a target market as “an individual, household, or organization that is targeted by an organization and who designs, implements, and maintains a marketing strategy to meet their needs and preferences.”

You can analyze social media data to determine who and when you should market your products and services.

Targeted markets will help you maximize your marketing ROI.

Monitoring online branding

Online branding monitoring allows you to hear your customers’ voices, as well as the opinions of your industry KOLs, competitors, and the press.

This is more than just about your product; it’s about your customer service, sales process, social interaction, and other touchpoints where customers interact with your brand.

Identifying market trends

It is crucial to identify market trends to adjust your business strategy and keep your business moving with the changing direction of your industry.

Market trend analysis can be achieved with the help of big data automation tools.

It is simply the comparison and tracking of industry influencers, publications, and other data over some time.

Best Social Media Scraping Tools

Many scraping tools are on the market for social media sites like Facebook, Twitter, and Instagram. So that you have a complete list of the best, we will be discussing the top 10.

Our top list has been carefully selected based on past users’ experience and effectiveness in data extraction.

So read on to make an informed choice today!



Phantombuster is a data extraction tool that helps sales and marketing teams of all sizes to collect information from LinkedIn and Instagram.

Administrators can also schedule and automate actions like following profiles, liking posts, and sending customized messages.

They can also accept requests and interact with prospects to increase their visibility on the internet.



ScraperAPI is a proxy API that allows web scraping. It handles headless browsers, bypasses Captchas, and provides proxies.

This makes it easy to access data from social media sites with difficult to scrap. All you need to do is to parse and process the data.

Although it is not an automated tool, it takes care of an essential part of scraping. ScraperAPI was designed to protect against scraping and bot systems.

This allows you to have unlimited access to the data that interests you. In addition, it is very affordable and only charges for successful requests.

Proxycrawl Scraper API


Proxycrawl’s scraper API is designed to extract structured data from specific websites. This tool makes scraping simple as you only need to use their APIs to collect data.

You can find a lot of scrapers on their site, including Facebook, Twitter, and Instagram, as well as LinkedIn.

Proxycrawl offers extended features. It also provides a proxy API that works well with its extraction API to collect structured data on social media sites that are not covered by their scraper API.

Proxycrawl also offers a proxy service for businesses, as the proxy service cannot be used for personal use.


Apify Facebook Page Scraper

Apify is an online platform that automates everything you do through a web browser. Although the term “all your actions” may seem exaggerated, it is clear that social media automation is one area that Apify covers extensively.

Several automation tools, known as actors, are available to aid in scraping social media platforms.

These tools include Facebook Page scraper and Instagram scraper as well as YouTube scraper and Twitter scraper.

Developers created Apify actors for developers. It works with NodeJS and requires the Apify client library/module n another to use it.

This paid tool provides shared proxy services, but you can also add your proxy to prevent blockages.



Octoparse was designed for non-programmers. Octoparse is a visual scraping tool that allows you to extract data from social media sites without coding skills.

To train this tool, you need to use the tool’s initiative point and click interface.

This tool offers a 2-week free trial. You can use this tool as a cloud-based application or as a desktop program.

In addition, you can use it to scrape social media platforms and has templates.



ScrapingBee is also a top social media scraping tool on the market. ScraperAPI can be considered a rival to ScrapingBee’s service, as it offers proxy APIs that allow web scraping.

This service offers a proxy API and an extraction tool.

You can also use CSS selectors on any social media website to select data points.

This service charges you based on the success of your requests, but it is a more expensive alternative to ScraperAPI.

This tool will not cause you to experience any blockages when extracting data from Facebook, Instagram, or LinkedIn.



Parsehub allows you to scrape any website without having to write a single line of code. All you have to do is use the point-and-click interface.

This tool has one thing that you’ll love: it was designed for the modern web. It is perfect for scraping social media pages that use JavaScript actions to render their content.

Parsehub is a cloud-based tool, but you can also download and install the free version if you have a limited budget.

Advanced features include support for proxy and IP rotation, scheduled data collection, regular expression-based Parsing, and API and Web-hooks.



This company, formerly known as Scrapinghub, made a name for itself and revolutionized the web-scraping industry. It offers a full suite of web scraping tools.

You can create social media scrapers for any social media platform by following the guidance and implementing the information contained on their documentation page.

This service is a combination o tool. Zyte was the original developer and maintainer of Scrapy, a popular Python web scraping tool.

Zyte Smart Proxy, a proxy API, is designed to allow you to bypass the anti-bot system of websites.

The Zyte Splash tool and Smart Proxy are a great match if your target website uses JavaScript.

The Scrapy tool is free and open-source, but Smart Proxy, Splash, and Splash tools will cost you extra.



Chrome’s Webscraper.io extension allows you to scrape content from social media sites such as comments, user posts, and friend lists.

The Webscraper.io extension can be used to scrape any data on any social media website.

It works with the same point-and-click interface as other visual scrapers and is optimized for the modern web.

JavaScript-heavy sites can also be scrapped.

In addition, you can create site maps using different types of selectors. This allows you to customize data extraction for different site structures.


Jarvee Review – Buyer Beware! + 6 Alternatives

Jarvee is a top social media automation tool on the market. It supports the most popular social media platforms, including Instagram, Facebook, and Twitter.

Jarvee is well-known for its ability to automate its actions, increasing reach, and rapid growth. However, many don’t know that it can also scrape social media data like comments, posts, and followers lists.

This tool can be used to scrape Facebook and Instagram. Jarvee, a Windows-based tool, will require running it on a Windows VPS/VM machine.


You will agree that there are many tools available to extract content from social media sites. However, your imagination is the limit.

There are many things you can do with data from social media. I must emphasize that you can develop your tools or hire someone to help you with any custom needs for scraping social media.

I hope you will find these top social media data scraping tools useful for your need as they have been carefully selected after several tests. 

Ideally, it is best to try out more than one of the reviewed data extraction tools before making an informed decision.

However, you won’t go wrong by choosing any of the best social media scraping tools for data extraction reviewed in this article.

Have you tried anyone earlier? Or do you have any other recommendations?

Share your experience in the comment section below!

Written by Jason

Hi! I’m the editor at EarthWeb. I have a deep interest in technology and business. I also enjoy testing products out. Contact me to be featured!