Sad Tux - Windows bias detected
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

Detected Bias Types
powershell_heavy
windows_first
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a strong Windows and PowerShell bias. All command-line examples for creating and managing connections use PowerShell cmdlets, with no mention of Bash, Azure CLI, or Linux-native tools. The 'Create a new connection' section provides only a Windows PowerShell example, and the PowerShell tab appears before the Python tab in code samples. There is no guidance for users working from Linux or macOS environments, nor are cross-platform command-line alternatives (such as Azure CLI) presented.
Recommendations
  • Add equivalent Azure CLI examples for creating and managing Automation connections, as Azure CLI is cross-platform and widely used on Linux/macOS.
  • Include explicit instructions or notes for users on Linux/macOS, clarifying how they can perform the same tasks without PowerShell.
  • Reorder or parallelize example sections so that PowerShell and Python (or CLI) examples are presented side-by-side, or at least do not always lead with Windows/PowerShell.
  • Mention and link to any relevant Linux tools or scripts that can interact with Azure Automation, if available.
  • Clarify in the introduction that the documented PowerShell cmdlets are available cross-platform (if true), or specify platform limitations.
  • Where GUI steps are described, note any differences or limitations for users accessing the Azure portal from non-Windows systems.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets

$ConnectionAssetName = "AzureConnection"
$ConnectionFieldValues = @{"ApplicationId" = $Application.ApplicationId; "TenantId" = $TenantID.TenantId; "CertificateThumbprint" = $Cert.Thumbprint; "SubscriptionId" = $SubscriptionId}
New-AzAutomationConnection -ResourceGroupName $ResourceGroup -AutomationAccountName $AutomationAccountName -Name $ConnectionAssetName -ConnectionTypeName AzureServicePrincipal -ConnectionFieldValues $ConnectionFieldValues
$Conn = Get-AutomationConnection -Name AzureConnection
Connect-AzAccount -ServicePrincipal -Tenant $Conn.TenantID -ApplicationId $Conn.ApplicationID -CertificateThumbprint $Conn.CertificateThumbprint