7 Best Instagram Scrapers: How to Scrape Data from Instagram

Last Updated: September 23, 2021



In this guide, we will show you how you can scrape data from Instagram. Various Instagram scrapers are available on the market, but not all of them will work for you. 
Best Instagram Scrapers
EarthWeb is reader-supported. When you buy through links on our site, we may earn an affiliate commission.

Need some leads to target a specific audience for your business? Are you looking to get insight into the latest socio-economic trends and get data from social media platforms like Instagram? 

Well, then you will have to do the scraping. You can get very useful info related to price intelligence, price monitoring, and market research, among many others.

In this guide, we will show you how you can scrape data from Instagram. Various Instagram scrapers are available on the market, but not all of them will work for you. 

Best Instagram Scrapers

If you think that is quite a load of work and don’t have a thing for coding, then don’t worry; there are ready-to-use Instagram scrapers available for you to use.

However, remember that you need to go for the best tool for this purpose and configure it for the correct use. 

If you don’t do it right, then the platform’s anti-bot system will detect and block you right away. To assist you with this, we are listing down some of the best Instagram scrapers available on the internet. 

Instagram Collector by Bright Data

Bright Data Scraper

This automation tool will cost you $500 for 151K page loads, and you can also try the service out with a free trial.

The date that will be provided to you after scraping will be available in MS Excel. The supported platform for this data collector for Instagram is a web platform. 

If you are interested in scraping public data from the platform, this toll is a pretty good option for you to consider.

Bright Data is the leading name in the world of proxy. This tool has a good number of Instagram collectors, including profiles, posts, and hashtags. 

This tool has predefined data sets for the users. You will only have to register for this service and add funds. From there, you can start using the service and forget about the worry of getting banned. 

But there is a catch! 

This service is ideally suitable for firms and organizations. For individuals, it’s a pretty big deal to pay $500 a month. However, if you are a firm, this is the tool you need to use for high-quality results. 


Phantom Buster Instagram

Phantombuster’s bots are designed to extract data and perform an action on the platform for you. So, if you are looking to access data from Instagram, this is the right option for you, and the best part is that you can go for data scraping for other social media platforms. 

What’s more here is that you can use their free trial as well. You can use this phantom for free forever, but this trial is only available for 10 minutes.

These smallest packages will cost you $30 a month, and you can use five phantoms for an hour per day. The Phantombuster is a pretty good service, and it comes at a pretty reasonable price as well.

So, if you are truly looking for value for money, this is the right option. And, of course, it is not as expensive as Bright Data’s scraper. 

Apify Scraper

Apify Scraper

You can try their free trial before subscribing to the paid plan, starting from $49 per month. The paid plan is for 100 actors to compute units, while the free trial is for 10 actors to add units. 

The scraped data that you will receive will be in JSON only. The service is entirely cloud-based, which is accessed through an API.

It’s a platform that will host various web automation tools called actors, and the Instagram scraping tool is one of these actors. 

This scraper will allow you to scrap publicly accessible data like comments, posts, profiles, hashtags, and places. This tool also provides support for search queries, and you can even give it your list of URLs if you want. 

The automation tools available here at Apify are all available in API, and you can conveniently integrate them into custom programs. You can even save your scraped data in either CSV or Excel files. 


Octoparse Scraper

This automation tool for internet scraping will cost you about $75 a month, and you can also go for a 14-day free trial with some limitations. You can extract data in various formats, including SQLServer, MySQL, JSON, Excel, and CSV. The supported platforms are desktop and cloud.

This is a service that is ideally suitable for anyone who is looking for a versatile Instagram scraper. It’s a reliable, trusted, and tested web scraper, and it has scraping templates, and these templates will allow you to carry scrapping much faster. 

It’s a visual scraping tool, and you don’t have to be a coder to work with it. You can use it either as a cloud-based tool or desktop software. 

It also comes with a free trial, and you try it out before you buy and make sure that this service meets your needs or not. However, it’s quality service and will work for you. 

Jarvee Scraper

Jarvee Scraper

Their plans start from $29.95 a month, and there is a free trial available that will last up to 5 days. After scraping using this tool, the data you will receive is available in three formats: Excel, CSV, and JSON, and the supported platforms here are MS Windows.

If you are into Instagram automation, then you will understand what it can do for you.

Jarvee is one of the most powerful tools available on the internet for Instagram scraping, and it has survived all the platform updates that have been made under the anti-botting scheme. 

Just go for the best settings and make sure that you know what you’re doing because this tool will give you full access to the controls, and if you don’t see what you are doing, you might get caught. 

It’s not an Instagram-only tool and works for various other social media platforms as well. The paid web-based tool is pretty exceptional, and it will deliver results very fast. 

WebScraper Chrome Extension

WebScraper Chrome Extension

This Chrome extension is free to use, and you can conveniently use it for as long as you need. It provides you with data in CSV format, and the supported platform is Chrome extension only. 

This extension has proven to be one of the best scrapers available on the internet for scraping Instagram. And it’s not just about Instagram because you can scrape any other website as well.

It is developed under the modern web; therefore, you can conveniently scrape new and old websites. This extension is a useful tool for Instagram scraping because it can render 

JavaScript and it can also take care of Instagram’s infinite scrolling that one has to deal with. So, this is a free-of-cost tool when you are using it as a web extension. 

But there are some limitations as well. Cloud scraping gets rid of those limitations, but you will have to pay for the cloud service. 



ScrapeStorm is a premium service when it comes to scraping data from Instagram. And it will cost you $49.99 a month. However, there are free trials available as well, and they come with certain limitations. 

You can extract data from various platforms, including CSV, TXT, JSON, Excel, Google Sheets, MySQL, and support the desktop format. 

ScrapeStorm is another tool that you can use for Instagram scraping, particularly that publicly available data. You can use this scraping service on other websites as well. It can scrape websites and can’t be detected by any anti-botting systems. 

You don’t need any training in using the tool. And the scraper intelligently uses various data points using AI. This tool is available on various operating systems, and you can also use it as a cloud-based tool.

So, Why Scrape Data from Instagram? 


Instagram is a popular photo and video application and social media platform that Facebook now owns. This platform is a huge source of information. 

It might not have as much information as Facebook, but it still has essential data about various platform users. Moreover, all this data has an overwhelming amount of personal touch to it. 

This data includes photos, videos, and their associated comments from the circles. Businesses and social researchers need this data to assess and analyze. 

This is to smoothen their workflow and better understand their target audiences. This will allow them to create better content and conduct their research.

But the official Instagram API only allows access to the data directly associated with you. In addition, there are a variety of restrictions in place based on API data and call limits. 

If you are to access publicly available data and not directly tied to your account, you must work your way around the usual path set by the API. In other words, you will be making Automated tools which are called Instagram scrapers. 

These scrapers are computer programs that can automate the entire process of data extraction from the social media platform. 

This program does it by sending HTTP requests to the pages of interest for downloading. After that, it will parse the data out from the page and save it in a database as per requirement. 

An Overview of Instagram Scraping

Instagram has stringent rules in terms and conditions on using scrapers, crawlers, and various other similar automated bots on this platform. But people have been using crawlers and scrapers here on Instagram despite agreeing to these terms and conditions. 

They are not to blame as the platform’s API doesn’t allow this activity. Instagram also has a robust anti-bot system to prevent automated access and traffic on this platform.

This anti-bot system has efficiently shut down some high-quality scraping services as well. But with the right system in place, you will be able to scrape data from the platform according to your needs, and you won’t get blocked or won’t even get detected. 

Proxies are the most important tool you need to take care of because Instagram can track IPs and detect proxies.

But using residential proxies is the best option for you if you can afford them because they are high-quality proxies from original users. 

Can We Use Proxies for This Purpose?


You might think proxies are a good option for scraping data from Instagram. But not all proxies work when it comes to scraping data from Instagram.

Some may work, but they won’t get all the publicly available data, including posts, comments, places, and profiles. 

Instagram has a quality anti-botting system in place. This system can also trace out proxies, no matter how good quality proxies you are using. Therefore, you need to go for a scraper to get data from Instagram. 

If coding is something that you can do, then you can develop a scraping program. You can design just the way you want it to be, and it will work as an automation tool and extract all the data they need from the platform. 

If you don’t like developing a program, you can go for various online scraping tools and services. These programs are designed with a simple interface, and you don’t have to learn much to use them. 

Of course, some of them need a little training, but you will get to know them very well with practice. You will have to go for the paid tools for the best services, and some of them are quite expensive. 

You will also have the option of making some changes to this program if something doesn’t work out. But if you think you can scrape data from Instagram using proxies to save money, that will not happen. 

However, you can do that by using residential proxies, and they are pretty expensive, especially if you are going to use them for web scraping. So, a better option to go here is choosing a residential Instagram proxy or going for an Instagram scraping tool. 

Scraping Instagram with Selenium and Python

If you can do reverse engineering on Instagram’s platform or mobile application, then fine, but your entire focus should be on its web application because that’s the one you can replicate in terms of its requests. 

The web application of this platform is heavily developed using JavaScript. This is to provide you with an almost native and highly responsive experience. 

You will also have to deal with plenty of AJAX and XHR requests. Therefore, the duo of Beautifulsoup and Requests don’t make Instagram scraping an ideal option. 

To execute it in a better way, you will need to render and execute JavaScrip, and for this, you can use headless browsers.

The most powerful and popular browser automation tool for a Python developer is Selenium, and you can also use those control browsers in the headless mode. 

Of course, there is some data available publicly on the social media platform, and you can access that all without even logging into Instagram. This Data includes hashtags, posts, profiles, places, and comments. 

This is a useful way to start your work because accessing this social media platform with an automated tool. However, you are logged in will trigger the platform’s anti-bot system. 

So, you might end up getting your IP address getting banned. In addition, you might also end up blocking your account. 

You might be thinking that why not create separate accounts for the scraping work. But for that, you will have to be good at engineering your bot and evade checking activated accounts logged in.

Here’s a small Instagram scraper that you can use to scrape comments under different posts to get you started.

From Selenium Import Webdriver

Class InstagramScraper:
    def __init__(self, post_url):

        self.post_url = post_url

        self.comments = []

        chrome_options = webdriver.ChromeOptions()


        self.chrome = webdriver.Chrome(chrome_options=chrome_options)

    def scrape_comments(self):

        browser = self.chrome.get(self.post_url)

        content = self.chrome.page_source

        comments = 


        for comment in comments:

            d = 



            d = d.find_element_by_class_name(“C4VMK”)

            poster = d.find_element_by_tag_name(“h3”).text

            post = d.find_element_by_tag_name(“span”).text


                “poster”: poster,

                “post”: post


        return self.comments

post_url = “https://www.instagram.com/p/CAbDmzDnSvn/”

x = InstagramScraper(post_url)



Instagram is one of the toughest websites to be scraped on the internet. This platform has an anti-bot system in place, and it can detect proxies really well. But if you are an experienced developer, you can get it scrapped pretty conveniently. 

If you are not an experienced programmer, you can use different Instagram scrapers mentioned above. These tools are great when it comes to scraping data from Instagram.  

These scrapers will allow you to scrape and download data from the social media platform in various formats. There are paid as well as free services available. You can choose one based on your requirements. 

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!