Instagram Scraper: How to Scrape Data From Instagram 
In this article, we’ll cover how to build your own Instagram data scraping tool.
You should know that to build a scraper you need to have some technical skills. If you’re not a tech person, or don’t have the time, resources, and want to be 100% on the legal side of things, use a service.
You can simply order targeted emails from followers of a profile (probably competitor) or a relevant hashtag.
You can also use their database of 50M+ Instagram profiles to find people by keywords in bio.
Important note: Please be advised that automatically accessing Instagram is against their terms of service.
What’s Instagram Scraping?
Instagram scraping means automatically gathering publicly available data from Instagram users. The process may include scraping tools, Instagram scraping services or manually extracting the data. You can scrape data like as email addresses, phone numbers, images, bio, likes, comments, etc.
Is Instagram Scraping Legal?
While Instagram forbids any kind of crawling, scraping, or caching content from Instagram it is not regulated by law. Meaning, if you scrape data from Instagram you may get your account banned, but there are no legal repercussions.
So let’s begin by general overview of the components you’ll need for Instagram scraping.
1. Scrape Using the Unofficial Instagram API
The official Instagram API got disabled on June 29, 2020, and that’s ok because it was useless when you needed data like emails, phone numbers, bio, etc.
Instead, Instagram uses an unofficial (mobile) API (known as mobile endpoints) to communicate to and from their servers. So, with the help of open-source software and intercepting traffic we can see how their API works and use it for data scraping.
2. Instagram Profiles
Next, we need to use Instagram profiles that will simulate human behavior on Instagram’s mobile app while gathering data. The number of Instagram profiles you need depends on the amount of data you want to collect. Instagram has a small API call limit (that’s constantly decreasing) and is currently at 200 calls per day.
So if you want to scrape the Instagram followers of an influencer with 50k fans you would need 50 Instagram profiles that are going to scrape for 5 days.
Two important things to remember when purchasing Instagram profiles for scraping:
1. ALWAYS use aged Instagram profiles
2. NEVER use your personal profile
You can purchase Instagram profiles from
1. Facebook pages
2. Instagram direct messages
3. and even on dedicated online marketplaces
But even if you manage to buy and login with all those profiles, you’ll still face many challenges. Instagram is pretty smart and can recognize profiles originating from the gray market. However, some sellers are really good at creating fake profiles that are hard to detect. I’d suggest searching for the most expensive sellers on this market.
3. Proxies for Remaining Undetected
A proxy is a third party server that allows you to route your request through their servers and use their IP address in the process. When using a proxy, Instagram no longer sees your IP address but the IP address of the proxy, giving you the ability to do all the scraping from one server. Don’t try to simulate too many IPs because logging in more than 5 profiles on the same IP is a huge no-no..
Same as with the Instagram profiles we have the same problem with proxies. Instagram detects thousands of proxy providers and until you find a good one you can face a lot of trouble.
If Instagram bans the proxy you use, that automatically means that the associated Instagram profile is also no longer available. To check if you are safe and your proxy provider is still not on the radar use this website. If it’s a known provider it will be there and since this website knows, trust me the all-seeing Zuckerberg eye knows too.
Pros and Cons of Building Instagram Data Scraper
The benefits of having an Instagram scraper inhouse are:
1. Full control of the whole process
2. The contact data you acquire can be resold or rented
3. You can use the data to scale your business
However, there are also some serious drawbacks:
1. No targeting or segmentation once you have the data
2. In clear violation of Instagram’s ToS
3. Fake Accounts and Bots
4. Invalid Emails, Spam Traps, Catch-all
5. Security Risks
6. Very limited data points
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