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
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for configuring Key Vault references, but PowerShell examples are consistently presented immediately after the CLI, and no Linux shell-specific (e.g., Bash) or cross-platform scripting examples are given. The use of PowerShell, which is traditionally associated with Windows, may create a perception of Windows bias, especially as Linux users may expect Bash or shell script examples. However, the CLI examples are cross-platform, which mitigates some of the bias.
Recommendations
  • Explicitly note that Azure CLI commands are cross-platform and suitable for Linux, macOS, and Windows.
  • Where PowerShell is shown, consider also providing Bash or shell script equivalents for Linux users, especially for scripting scenarios involving variables or more complex logic.
  • In tabbed code blocks, consider listing Bash or Azure CLI first (or clarify that CLI is cross-platform), and PowerShell second, to avoid the impression of Windows-first bias.
  • Add a brief section or note clarifying that all management operations can be performed from Linux environments using the Azure CLI.
  • If there are any platform-specific caveats (e.g., for Linux App Service), highlight them clearly and provide Linux-specific troubleshooting steps or examples where relevant.
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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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-10 00:00 #107 completed Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Biased Biased
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets