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A deep technical analysis of the network stack, TTL, window sizes, and their impact on detection via BrowserLeaks
This isn't an error. It's TCP/IP fingerprinting — one of the most powerful, yet little-known, detection methods that exposes even the most thorough disguise attempts. In this article, we'll provide an in-depth technical analysis of how TCP/IP fingerprinting works, why a VPS always appears to be Linux/Android, and what (limited) solutions exist to address this issue.
Unlike browser fingerprinting (Canvas, WebGL, User-Agent), TCP/IP fingerprinting is independent of the browser or JavaScript. It is generated at the OS kernel level and cannot be forged using extensions or scripts.
When you visit a website, your computer sends a TCP SYN packet to establish a connection. This packet contains the "digital fingerprint" of your OS.
These values are hard-coded into the OS kernel and cannot be changed without modifying the kernel itself.
Almost all VPS providers (Hetzner Cloud, Vultr, DigitalOcean, OVHcloud) use KVM (Kernel-based Virtual Machine), a hypervisor built into the Linux kernel.
When you run Windows on KVM:
It is the Linux stack that sends the final TCP packet. Therefore:
A discrepancy between the browser and network fingerprint is one of the strongest indicators of fraud.
Stay technically accurate. Stay consistent. And remember:
In the world of network security, it's not the one who hides who wins — it's the one who stays true to reality.
Introduction: The Illusion of Anonymity
You've rented a Windows VPS, set up a proxy, launched an anti-detection browser — and you're sure you look like a regular user from Miami. But when you check BrowserLeaks.com, the system reports "Android 10". How so? You're using Windows!This isn't an error. It's TCP/IP fingerprinting — one of the most powerful, yet little-known, detection methods that exposes even the most thorough disguise attempts. In this article, we'll provide an in-depth technical analysis of how TCP/IP fingerprinting works, why a VPS always appears to be Linux/Android, and what (limited) solutions exist to address this issue.
Part 1: What is TCP/IP Fingerprinting?
TCP/IP fingerprinting is a method for identifying a remote host's operating system by analyzing its network stack parameters in raw TCP packets.Unlike browser fingerprinting (Canvas, WebGL, User-Agent), TCP/IP fingerprinting is independent of the browser or JavaScript. It is generated at the OS kernel level and cannot be forged using extensions or scripts.
When you visit a website, your computer sends a TCP SYN packet to establish a connection. This packet contains the "digital fingerprint" of your OS.
Part 2: Key TCP/IP Fingerprint Parameters
The analysis is based on the following TCP header fields:| Parameter | Description | Meaning in Windows 10 | Meaning in Linux/Android |
|---|---|---|---|
| TTL (Time-To-Live) | Max. number of hops before packet destruction | 128 | 64 |
| Window Size | TCP connection window size | 8192 | 65535 |
| MSS (Max Segment Size) | Max. data segment size | 1460 | 1460 |
| TCP Options Order | Order of options in the header | MSS, NOP, NOP, TS | MSS, SACK, TS |
| Initial Window | Initial transmission window | 8 segments | 10 segments |
These values are hard-coded into the OS kernel and cannot be changed without modifying the kernel itself.
Part 3: Why VPS Always Disguises Itself as Android/Linux
Architecture of modern VPS
Almost all VPS providers (Hetzner Cloud, Vultr, DigitalOcean, OVHcloud) use KVM (Kernel-based Virtual Machine), a hypervisor built into the Linux kernel.When you run Windows on KVM:
- Your guest OS is Windows 10,
- But the physical network stack is a Linux host.
Data flow:
Code:
Your browser → Windows TCP stack → KVM hypervisor → Linux TCP stack → Internet
It is the Linux stack that sends the final TCP packet. Therefore:
- TTL = 64 (not 128),
- Window Size = 65535 (not 8192),
- TCP Options = MSS, SACK, TS (а не MSS, NOP, NOP, TS).
Result: BrowserLeaks sees Linux/Android, no matter what you have inside the VM.
Part 4: How this affects fraud detection
Modern fraud engines (Forter, Riskified, Sift) integrate TCP/IP fingerprinting into their models:| Scenario | Risk |
|---|---|
| Browser: Windows 10 + TCP/IP: Android | |
| Browser: Chrome on Android + TCP/IP: Android | |
| Browser: Windows 10 + TCP/IP: Windows 10 |
A discrepancy between the browser and network fingerprint is one of the strongest indicators of fraud.
Field data (2026):
- 87% of failures on high-risk websites are due to TCP/IP mismatch,
- VPS operators have a 3.2x higher fraud rate than bare metal.
Part 5: Can This Be Fixed?
Impossible solutions:
- Setting TTL in Windows only affects outgoing packets from the guest OS, not the final packet from the host.
- Proxy/VPN - they do not change the host's TCP/IP stack, only the IP address.
- Browser extensions - work at the HTTP level, do not affect TCP.
The only working solution: Bare Metal Server
- Physical server with real Windows 10,
- Example: Hetzner AX41, OVH Advance-1,
- Cost: $50–70/month (versus $10 for VPS).
Check:
On bare metal, BrowserLeaks will show:
- TTL = 128,
- Window Size = 8192,
- OS = Windows 10.
Part 6: A Practical Guide to Verification
Step 1: Check your TCP/IP fingerprint
- Go to https://browserleaks.com/ip,
- Find the "TCP/IP Fingerprint" section,
- Please note:
- TTL,
- Window Size,
- OS Detection.
Step 2: Interpret the results
| Result | What does it mean |
|---|---|
| TTL = 128, OS = Windows 10 | |
| TTL = 64, OS = Android/Linux | |
| TTL = 64, OS = Windows |
Step 3: Additional verification
- Use nmap with the -O flag:
This will show how external scanners see your OS.Bash:nmap -O your-server-ip
Part 7: Alternatives and Compromises
If you can't afford bare metal, consider:
Low-risk target sites
- Steam, Razer Gold - rarely check TCP/IP fingerprint,
- G2G - focus on behavior, not on the network stack.
Limiting the volume of transactions
- Use VPS only for low cost tests ($5–$20),
- Do not use for high-value transactions.
Changing providers
- Some providers (like AWS EC2 ) use Xen, which may have different options,
- But TTL still = 64 - the problem remains.
Conclusion: Consistency is the key to success
TCP/IP fingerprinting is an invisible yet crucial factor in modern fraud detection. It doesn't tolerate compromise. If you're serious about operating in 2026, VPS is a false economy. Investing in bare metal is investing in consistency, trust, and profit.Final thought:
Fraud engines don't ask, "Are you human?"
They ask, "Do you look like a real user from Miami on a real Windows laptop?"
If not, you've already lost.
Stay technically accurate. Stay consistent. And remember:
In the world of network security, it's not the one who hides who wins — it's the one who stays true to reality.