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How to automate Instagram engagements with computer vision (and get banned)
florianherre · 2026-06-12 · via HN's home page

I appreciate (and encourage) using real life problems as a pretext for researching new topics and developing new skills, but

1. I'm really curious as to what's the desired outcome here? A spambot to flood people's notifications?

2. I'll admit that I have absolutely no idea how Instagram's API layer (and protection) works but wouldn't capturing the HTTP calls a more appropriate and easier approach to take?


> what's the desired outcome here?

I know agencies get paid to manage other business's instagram accounts, and want ways to post/comment/engage/etc with multiple business's accounts at once. You'd still have a human driving/scheduling/approving the activity, but you wouldn't have to jump between so many hoops to do so.


1. Social media accounts with lots of engagement and high follower counts are worth big money these days. However, it takes a ton of effort to build that up organically. It's not difficult to see possible motives for something like this.

2. Leveraging their private APIs will get you banned even quicker than OPs method.


Adding to the 2nd point: It's one of the most watched APIs for suspicious activity ever.

Anything not from their vanilla app, the littlest dot on their charts will trigger severe alarms and actions.

Big correlation systems. The safest path used to be to automate the app itself, through mobile automation, but they even got too sensitive to that.

I don't doubt the whole app has a behavioural analysis component, full screen size, much like a big "I am not a robot" checkbox.

Also, it's very likely their private APIs are CSRF-protected or similar.


I tried all sorts of automation in the past and always get banned at the end. Not worth it. Use AI or whatever to generate your social media content but always post it manually for best engagement and not getting banned


on business pages they literally give you access to the posting API.... And you can automate against that. Not that they will give you much action on that without the sweet sweet accelerant of ad money.


Pray for the organic, pay for the boost.

I realized months ago that social networks are distribution systems. Want acceleration? Pay.

There is little incentive to make anything viral/organically boosted.


As someone that has recently built out a once-daily crawler for a not so ban-happy site, thanks for the article.

I haven’t had to go the CV route yet, but I know it’s a matter of time once they “improve” the site and it starts breaking regularly.


what if i were purely interested in archiving local community posts? does anyone have experience on scraping without getting banned?

i have no interest in juicing engagement, purely from a "20 years from now it'll be cool to know this existed at all" aspect.


>A full screenshot is huge. Over 7 million pixels on a typical screen.

Hmmm i don't think that's true? 1080p is 2M, 2K is 4M, 4K is 8M. Are we really in an era where full 4K is "typical"? For reading Instagram? I've got 4 screens i use on a daily basis that are all 2K or less. I mean my TV was only 1080p until a few months ago lol. Maybe I'm just slow.

Also: you're automating the browser, just make the window smaller then!


This is not related to the article. But I would like to see people generated feeds rather than automated feeds.

e.g. contradictory feeds.

1. motivational post followed immediately be demotivational post iteratively. this will allow people not be stuck in one basin of attraction.

2. wealth flaunting posts followed by poverty posts to elicit a strong contrast and inequality.

3. science posts followed by pseudo-science posts

4. feeds that are generated like DJ sets. instead of playing with music, the feed would play with emotions.

Other such combinations.


This is also why creating a regular account is so difficult on all the social networks. You sign up and it is instantly banned and you have to go through a whole review and approval process just to use it. Incredibly user and company hostile.


WhatsApp got toxic also.

Statuses cannot be disabled, so the little notification dot is always there (I solved that by archiving everyone's statuses) and the phone call feature cannot start a recording when you get called. If you need to record a call you need to do so separately.

If for some reason you want to stop using WhatsApp, you just cannot. You socially exclude yourself.

Most people you know are there so you cannot just leave it. Some companies run their business there. Some government services and banks have a WhatsApp chat bot, and don't accept email or phone calls anymore.

I wish I could fully leave WhatsApp, but I can't without paying a social price. The network effects are a straitjacket.