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 is focused on the Azure Key Vault VM Extension for Linux and provides extensive Linux-specific details. However, in deployment and troubleshooting sections, Azure PowerShell examples are given first and in greater detail, with CLI examples following. There are warnings and troubleshooting steps that reference PowerShell-specific issues, and PowerShell is used as the primary deployment method before CLI, which is more cross-platform. There are no missing Linux examples, and all file paths, certificate handling, and operational details are Linux-centric.
Recommendations
  • Present Azure CLI examples before PowerShell, as CLI is cross-platform and native for Linux users.
  • Add explicit notes clarifying that PowerShell is optional and not required for Linux users.
  • Expand troubleshooting steps to include CLI commands and not just PowerShell.
  • Where PowerShell-specific warnings are given, provide equivalent CLI guidance for Linux users.
  • Consider removing or minimizing PowerShell deployment instructions, or move them to a separate section for Windows administrators.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets