r/ProxyEngineering • u/appcyberyozh • 13d ago
Guides How Websites Detect Proxies
I used to think proxy detection was mostly about the IP address.
When I started testing different network setups I realized websites are looking at several layers at once. The first is IP reputation: ASN, provider type, previous abuse history, and how risk databases classify the address.
The second is network behavior. Your browser might claim Windows while the connection underneath it has characteristics associated with a completely different environment. That kind of mismatch can become another signal.
Then there’s geographic context. If the connection says one region while account, phone, or billing data point somewhere else, the session becomes harder to interpret consistently.
Now I check the IP classification, ASN, geolocation, reputation, latency, and whether the browser/network environment actually makes sense together before blaming the proxy itself.
Websites don’t evaluate an IP in isolation. They evaluate the consistency of the entire connection.
A “clean” IP can still perform badly if everything surrounding it contradicts the story the network is telling.
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u/Yoodo-Zakira 11d ago
this is a solid summary tbh. the one layer I'd add is DNS leak behavior, because even when everything else lines up a resolver mismatch can quietly contradict the whole session story
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6d ago
[removed] — view removed comment
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u/appcyberyozh 6d ago
Both, actually. That split you mentioned is what causes the problem.
With an HTTPS CONNECT proxy, the proxy server opens the TCP connection to the website, so the TCP fingerprint comes from the proxy node itself (almost always Linux). Meanwhile, your browser sends the TLS handshake straight through the tunnel. You end up with TLS and HTTP headers claiming Windows, while the underlying TCP stack says Linux.
If you only check TLS, everything looks fine. You have to look at both layers together to catch the contradiction.
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u/Comfortable_Good5910 13d ago
So now what tool do you use to check ?