This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Bias Types:
⚠️ windows_first
⚠️ powershell_heavy
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation demonstrates a strong Windows bias. All setup and configuration steps assume the use of Windows Server VMs, Windows domain controllers, and Windows-specific tools (such as MMC, Server Manager, and RDP). PowerShell is the only scripting language used for automation, and no Linux or cross-platform alternatives are provided for any step. There are no instructions or examples for performing these tasks from a Linux environment or using cross-platform tools.
Recommendations:
  • Provide equivalent instructions for setting up the required environment using Linux VMs, including domain controller alternatives (e.g., Samba/FreeIPA) where feasible.
  • Include examples using Azure CLI (which is cross-platform) instead of only PowerShell for resource provisioning and configuration.
  • Offer guidance for connecting to VMs using SSH (for Linux) in addition to RDP.
  • Document how to manage users, groups, and certificates using cross-platform or Linux-native tools (e.g., ldapadd, openssl, certtool).
  • Clarify which steps are Windows-only and provide Linux alternatives or workarounds where possible.
  • Add a section summarizing platform requirements and explicitly state if only Windows is supported for certain features, with rationale.
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Scan History

Date Scan ID Status Bias Status
2025-09-16 00:00 #113 completed ✅ Clean
2025-09-15 00:00 #112 completed ✅ Clean
2025-09-14 00:00 #111 completed ✅ Clean
2025-09-13 00:00 #110 completed ✅ Clean
2025-09-12 00:00 #109 completed ✅ Clean
2025-09-11 00:00 #108 completed ✅ Clean
2025-09-10 00:00 #107 completed ✅ Clean
2025-09-09 00:00 #106 completed ✅ Clean
2025-09-08 00:00 #105 completed ✅ Clean
2025-09-07 00:00 #104 completed ✅ Clean
2025-09-06 00:00 #103 completed ✅ Clean
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased

Flagged Code Snippets

# Sign in to your Azure subscription $sub = Get-AzSubscription -ErrorAction SilentlyContinue if(-not($sub)) { Connect-AzAccount } # If you have multiple subscriptions, set the one to use # Select-AzSubscription -SubscriptionId "<SUBSCRIPTIONID>" $virtualNetwork = New-AzVirtualNetwork -ResourceGroupName 'HDIFabrikam-CentralUS' -Location 'Central US' -Name 'HDIFabrikam-AADDSVNET' -AddressPrefix 10.1.0.0/16 $subnetConfig = Add-AzVirtualNetworkSubnetConfig -Name 'AADDS-subnet' -AddressPrefix 10.1.0.0/24 -VirtualNetwork $virtualNetwork $virtualNetwork | Set-AzVirtualNetwork
$lifetime = Get-Date New-SelfSignedCertificate -Subject hdifabrikam.com ` -NotAfter $lifetime.AddDays(365) -KeyUsage DigitalSignature, KeyEncipherment ` -Type SSLServerAuthentication -DnsName *.hdifabrikam.com, hdifabrikam.com
$virtualNetwork = New-AzVirtualNetwork -ResourceGroupName 'HDIFabrikam-WestUS' -Location 'West US' -Name 'HDIFabrikam-HDIVNet' -AddressPrefix 10.1.0.0/16 $subnetConfig = Add-AzVirtualNetworkSubnetConfig -Name 'SparkSubnet' -AddressPrefix 10.1.0.0/24 -VirtualNetwork $virtualNetwork $virtualNetwork | Set-AzVirtualNetwork
Add-AzVirtualNetworkPeering -Name 'HDIVNet-AADDSVNet' -RemoteVirtualNetworkId (Get-AzVirtualNetwork -ResourceGroupName 'HDIFabrikam-CentralUS').Id -VirtualNetwork (Get-AzVirtualNetwork -ResourceGroupName 'HDIFabrikam-WestUS') Add-AzVirtualNetworkPeering -Name 'AADDSVNet-HDIVNet' -RemoteVirtualNetworkId (Get-AzVirtualNetwork -ResourceGroupName 'HDIFabrikam-WestUS').Id -VirtualNetwork (Get-AzVirtualNetwork -ResourceGroupName 'HDIFabrikam-CentralUS')