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_tools
missing_linux_example
windows_first
Summary
The documentation page exhibits a strong Windows bias. All troubleshooting examples and code snippets use PowerShell cmdlets (e.g., Connect-AzAccount, Get-AzVM, Invoke-RestMethod), which are native to Windows and not available by default on Linux. There are no Bash, Azure CLI, or Python examples, nor any mention of Linux-specific troubleshooting patterns or tools. The documentation implicitly assumes the user is running runbooks or troubleshooting from a Windows environment, and does not address Linux automation scenarios or provide parity for Linux users.
Recommendations
  • Add equivalent troubleshooting steps and code examples using Azure CLI (az), Bash scripts, or Python SDK to support Linux users.
  • Explicitly mention how to perform managed identity troubleshooting from Linux environments, including any differences in authentication or error messages.
  • Where PowerShell cmdlets are referenced, provide side-by-side examples for Azure CLI and/or REST API calls.
  • Clarify which steps or commands are platform-specific and offer alternatives for Linux/macOS users.
  • Include notes or links to installing PowerShell Core on Linux if PowerShell is required, or recommend native Linux tools where possible.
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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 Clean Clean
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 Clean Clean

Flagged Code Snippets