Instagram Profile Crawler to get Posts of any User with Comments, Likes: The Benefits and Challenges

In this post, I will talk about an Instagram crawler to get posts of any user with comments, likes. This is actually a Python script, that with the help of browser automation can crawl an Instagram profile. It creates a JSON file and adds all information there that you can analyze later. In the JSON file, you can see all the post details with their captions, number of likes, number of comments, media URL, post URL, user details like bio, number of followers, number of following, and much more. It saves all this data in JSON and creates other files to store comments on posts.

Instagram Profile Crawler to get Posts of any User with Comments, Likes

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Instagram gives businesses and professionals access to their posts and comments on them. You can automatically extract public data from Instagram profiles and hashtags without any blocking. A scraper bot enables organizations to scrape and extract data including:

The main problem with using graph/query is that I only have the username, to extract the userId & the last post like we use to do with ?__a=1 we have to get the instagram's user page & extract _sharedData

In this post I am going to show you how to take maximum advantage of Instagram to boost your business performance by automating most of the most time-consuming and burdensome tasks such as analyzing the most successful publications from competitors, tracking competitors stories or scraping Instagram profiles to extract some data like number of followers, posts or email addresses if found in the biography to find the right person to give visibility to your brand, partner with you or create sales opportunities.

Something that can be very useful to find partners, influencers or sales opportunities is running a command to find posts which are using a specific hashtag related to your sector, scrape the posts information and finally scrape the profiles seeking the number of posts, followers, following users and the biography and if an email address is therein.

First, we need to iterate through the JSON file which is gotten from scraping the tags which returns all the posts which are using that hashtag. Just as a reminder, the command would be: instagram-scraper --media-metadata --tag --media-types none. One of the variables that these posts return is the Owner ID, which is something that we can use to associate that post with an Instagram account. The code which is shown below would work to get the owner IDs from the posts (if you would like to get number of likes and comments then you would need to find the specific key, iterate through the different elements on the JSON file and store the variables which are of your interest)

Learning from the competitors and/or success stories can be a good exercise as you will discover which are the most engaging creatives or formats and you can orient your strategy accordingly. As a reminder, first of all the command that needs to be ran with instagram-scraper which returns the JSON data from the posts that are published from the Instagram account of your interest is: instagram-scraper --media-metadata --media-types none.

Instagram counts the number of times users interact with your content. Therefore, by posting content often your followers are more likely to interact with many of your posts and Instagram will then continue to show them your content.

Instaloader is a Python library you can use to extract publicly available data from Instagram. You can access data like images, videos, username, no. of posts, followers count, following count, bio, etc. using Instaloader. Note that Instaloader is not affiliated with, authorized, maintained, or endorsed by Instagram in any way.

You can extract valuable publically available data like username, no. of posts, followers count, following count, bio, user ID, and external URL using Instaloader with just a few lines of code. You only need to provide the Instagram handle of the profile.

Instagram Basic Display API enables people to import their media from Instagram, connect their Instagram profiles, and more with third-party apps. From the very beginning, Instagram has been ingrained with the Basic Instagram API, which allows users to access fundamental profile data, photographs, and video recordings of targeted audiences.

Instagram influencers are all the hype these days. They have a huge fan following because they engage with their followers in creative and innovative ways. These users can eventually help you to boost the number of your followers by giving a shout-out to your business profile.

With Instagram Graph API, you can identify influencers who can become your unofficial brand ambassadors. Instagram API can help you track down all the accounts that regularly visit your profile, actively interact with your posts and have their own following. If they can promote your brand, you can increase your followers and hence, brand reach.

The Instagram Graph API gives business accounts the ability to moderate comments on their profile. Brands can enable/disable comments on a post, hide/unhide comments, delete them, retrieve replies on comments and respond to comments. All this without logging in to the app.

In the example above, we created two functions that defined the logic we've described earlier: one to retrieve location ID from location string and another to retrieve all usernames of recent posts tagged with this location.

To retrieve the user's posts and post comments, we'll be using yet another GraphQl endpoint that requires three variables: the user's ID which we got from scraping the user's profile previously, page size and page offset cursor:

With this last piece of code, we're able to find users through the location or hashtag usage and scrape their profile data as well as all of their posts. To scale this scraper up let's take a look at how to avoid being blocked with ScrapFLy next.

Yes. Instagram's data is publicly available so scraping instagram.com at slow, respectful rates would fall under the ethical scraping definition. However, when working with personal data we need to be aware of local copyright and user data laws like GDPR in the EU. For more see our Is Web Scraping Legal? article.

In this Instagram scraping tutorial, we've taken a look at how to find Instagram posts and users using hashtag or location lookup, how to scrape user's profile and post data. For this, we used multiple public API and GraphQl endpoints that generate even more data than we can see on the page itself!

This means that you must use caution with your Instagram profile, as you might lose all of your posts by failing to log in frequently enough. This policy affects everybody, no matter how popular their account is or how many posts they have.

The results reveal outstanding consistency across social platforms. It shows that users optimized their posts and social profiles with the keywords I was looking for in searches. If you are not using social media for SEO, it is never too late. You can start now!

Thus, you need to invest in your post captions to make them compelling enough to engage users. Use enticing story snippets to hook your target market and make them click and share your posts with their tribe.

You have two options of getting access to and using Facebook news feed. The described Graph API gives an opportunity to access a separate User Feed of status updates and get posts API and links published by the user or other person on the profile. You can read more about it here.

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