Tutorial Protect Application Gateway Ddos

Bias Analysis

Bias Types:

⚠️ windows_first

⚠️ missing_linux_example

⚠️ powershell_heavy

⚠️ windows_tools

Summary:

The documentation demonstrates a Windows bias by exclusively using Windows Server virtual machines as backend examples and providing only PowerShell-based instructions for configuration (e.g., installing IIS). There are no Linux VM examples, nor are there Bash/Cloud Shell or Linux-native command alternatives. The use of Windows-specific tools (IIS, Add-WindowsFeature) and the absence of Linux equivalents further reinforce this bias.

Recommendations:

Include parallel instructions for creating and configuring Linux virtual machines (e.g., Ubuntu) as backend servers.
Provide Bash/Azure CLI examples for installing a web server (such as Apache or Nginx) on Linux VMs, alongside the PowerShell/IIS steps.
Mention both Windows and Linux options when describing backend pool targets, making it clear that either OS is supported.
Where PowerShell is used, offer equivalent Azure CLI/Bash commands for cross-platform parity.
Add screenshots or code snippets that demonstrate the Linux workflow, not just Windows.
Explicitly state that both Windows and Linux VMs are supported as backend targets and provide links to relevant documentation for both.

Create pull request

Date	Scan ID	Status	Bias Status
2025-07-12 23:44	#41	in_progress	❌ Biased
2025-07-12 00:58	#8	cancelled	✅ Clean
2025-07-10 05:06	#7	processing	✅ Clean
2025-07-09 23:22	#6	cancelled	✅ Clean

Flagged Code Snippets

Set-AzVMExtension ` -ResourceGroupName myResourceGroupAG ` -ExtensionName IIS ` -VMName myVM ` -Publisher Microsoft.Compute ` -ExtensionType CustomScriptExtension ` -TypeHandlerVersion 1.4 ` -SettingString '{"commandToExecute":"powershell Add-WindowsFeature Web-Server; powershell Add-Content -Path \"C:\\inetpub\\wwwroot\\Default.htm\" -Value $($env:computername)"}' ` -Location EastUS

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