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
Summary
The documentation provides examples for Azure CLI, Azure PowerShell, Azure Portal, and ARM templates. PowerShell examples are given equal prominence to CLI, and the PowerShell tab is present, which is Windows-centric. The ARM template example is for Linux, but the link to the Windows template is given immediately after, suggesting parity. No Linux/macOS-specific tools or shell examples (e.g., Bash, SSH, cloud-init) are provided, and PowerShell is presented as a primary automation method, which is Windows-biased. The CLI examples are cross-platform, but PowerShell is not available natively on most Linux distributions. The ordering of tabs is Portal, CLI, PowerShell, Resource Manager, which puts Windows-centric tools before Linux-centric ones.
Recommendations
  • Add explicit Bash or shell script examples for Linux/macOS users, especially for automation tasks.
  • Clarify that Azure CLI commands work equally well on Linux/macOS and Windows.
  • Consider adding cloud-init or SSH-based configuration examples for Linux VMs.
  • Note that PowerShell is not native to Linux/macOS and provide installation guidance or alternatives.
  • Reorder tabs to put CLI (cross-platform) before PowerShell (Windows-centric), or clarify parity.
  • Ensure ARM template examples alternate between Linux and Windows, or provide both side-by-side.
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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
2026-01-11 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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets