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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing PowerShell-based instructions and examples for all steps, including Azure resource management, Key Vault operations, and the runbook itself. There are no references to Bash, Azure CLI, or Linux-based scripting alternatives. All tooling and module references (e.g., Az PowerShell module) are Windows-centric, and the workflow assumes the use of PowerShell as the default and only supported scripting environment.
Recommendations
  • Provide equivalent Azure CLI (az) and/or Bash script examples for all resource creation, permission assignment, and secret management steps.
  • Include a sample runbook written in Python (supported in Azure Automation) or Bash, demonstrating how to retrieve secrets and send emails using SendGrid.
  • Mention and link to Linux/macOS-compatible tools and installation instructions, not just PowerShell modules.
  • Rephrase instructions to be platform-neutral where possible, or explicitly note that the steps apply to both Windows and Linux environments.
  • Add a section or callout for users who prefer or require non-Windows environments, outlining their options for achieving the same automation goals.
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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

    New-AzRoleAssignment `
        -ObjectId $SA_PrincipalId `
        -ResourceGroupName $resourceGroup `
        -RoleDefinitionName "Reader"
    
   $UAMI.ClientId
   
    New-AzRoleAssignment `
        -ObjectId $SA_PrincipalId `
        -ResourceGroupName $resourceGroup `
        -RoleDefinitionName "Reader"
    
   $UAMI.ClientId
   
    $VaultName = "<your KeyVault name>"
    $resourceGroup = "<your ResourceGroup name>"
    Remove-AzKeyVault -VaultName $VaultName -ResourceGroupName $resourceGroup
    
    $resourceGroup = "<Resource group>"
    $automationAccount = "<Automation account>"
    $region = "<Region>"
    $SendGridAPIKey = "<SendGrid API key>"
    $VaultName = "<A universally unique vault name>"

    $userAssignedManagedIdentity = "<User-assigned managed identity>"