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
windows_tools
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Azure PowerShell (a Windows-centric tool) is featured alongside Azure CLI in every example, with detailed PowerShell usage notes (e.g., ConvertTo-Json, variable handling) that are specific to Windows environments. Shell scripting examples for Azure CLI use Unix tools (awk, sed, tail), but there is no mention of Windows equivalents (e.g., PowerShell cmdlets or batch scripting), nor is there guidance for running CLI commands on Windows. The JSON output examples and resource properties are heavily focused on Windows VMs (e.g., WindowsServer image, osType: Windows, windowsConfiguration), with no Linux VM examples or properties shown.
Recommendations
  • Add Linux VM examples and properties (e.g., osType: Linux, imageReference for Ubuntu or CentOS) in JSON output and queries.
  • Include Azure CLI command usage on Windows (e.g., using PowerShell or cmd.exe), or provide equivalent PowerShell scripting for CLI examples.
  • Balance PowerShell-specific notes with Bash/Linux shell notes, such as handling JSON output or variables in Bash.
  • Explicitly mention cross-platform support for Azure CLI and PowerShell, and provide guidance for users on both Windows and Linux.
  • Where scripting is shown (e.g., file handling, text processing), provide both Bash (Linux/macOS) and PowerShell (Windows) approaches.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets