How can I avoid being detected as a bot?

OctopusGh

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Hello

My automation is being detected as a bot I know this because my engagement rates are dropping, though sometimes they go up. I’ve resolved this issue before, but I’m experiencing the same problem again. I need methods to avoid bot detection for my browser automation. I don’t need things like proxies; I just want to know what I can do within the code itself.

I look forward to your valuable suggestions
 
Hello

My automation is being detected as a bot I know this because my engagement rates are dropping, though sometimes they go up. I’ve resolved this issue before, but I’m experiencing the same problem again. I need methods to avoid bot detection for my browser automation. I don’t need things like proxies; I just want to know what I can do within the code itself.

I look forward to your valuable suggestions
Many platforms are getting much better at detecting automation, so simply changing your code often isn’t enough. I’d recommend reviewing the platform’s terms of service and focusing on making your automation as reliable and compliant as possible. If your engagement is dropping, it could also be due to content quality, posting frequency, or algorithm changes rather than bot detection alone. Have you checked whether the drop coincided with any platform updates?
 
Reading posts like this always makes me laugh for a second because it sounds like we're having the opposite problem: we're humans trying to convince a system that we're human. Sometimes I wonder... what if we're living in a simulation, and these websites are just detecting that we're actually NPCs or bots? Jokes aside, it's interesting how modern systems don't just analyze code anymore, they analyze behavior. They're constantly asking, "Does this look like a real person?" Maybe that's not so different from how we judge people in real life. We don't decide if someone is genuine based on one action; we recognize patterns over time. It's funny to think that as AI becomes better at imitating humans, humans are spending more time trying to imitate... themselves. Maybe that's the weirdest part of all.
 
Reading posts like this always makes me laugh for a second because it sounds like we're having the opposite problem: we're humans trying to convince a system that we're human. Sometimes I wonder... what if we're living in a simulation, and these websites are just detecting that we're actually NPCs or bots? Jokes aside, it's interesting how modern systems don't just analyze code anymore, they analyze behavior. They're constantly asking, "Does this look like a real person?" Maybe that's not so different from how we judge people in real life. We don't decide if someone is genuine based on one action; we recognize patterns over time. It's funny to think that as AI becomes better at imitating humans, humans are spending more time trying to imitate... themselves. Maybe that's the weirdest part of all
Cool you’re right about that though.
 
Despite of what most people believe, most companies don't use "AI algorithms" to detect bots. The "algorithms" are usually hard-coded heuristics like the time between actions, HTTP headers, or fingerprinting. Pinpoint exactly what are their systems detecting and correct it. This should work for most cases (excluding services backed by Google et al.).
 
I'd recommend checking your browser first. Modern bot protection companites like Cloudflare, PerimeterX etc. don't just check IP reputation. They heavily checks your browser fingerprinting, things like WebGL, Canvas, fonts, GPU etc. and whether all of those signals are internally consistent.

If your browser exposes an usual or inconsistent fingerprint, or your framework (Selenium?) leaks detectable properties, that alone can pull down your trust score even with a high quality IP. I think it's worth trying a anti-detect browser like GoLogin or AdsPower to see if the issue is fingerprint-based rather than anything else.
 
my last thread about biometric mouse would help you a lot that project is on my github
 
If you are using selenium or puppeteer, the biggest giveaway is always the navigator.webdriver property. in python or js you need to strip that out before the page loads. also check your cdc variables if you use chromedriver... if those are still there, any basic cloudflare setup flags you instantly. @ownkick is right about fingerprinting but you can patch some of this in code by overriding the canvas and webgl contexts to add slight noise. honestly using something like puppeteer-extra-plugin-stealth or the playwright equivalent saves a lot of headache if you don't want to use a paid antidetect api.
 
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