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_first
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell as the primary CLI method for creating Key Vaults, omitting equivalent Azure CLI or Bash examples. The certificate format required (.PFX) is more common in Windows environments, and deployment options prioritize Windows-centric tools (PowerShell, Visual Studio) before mentioning platform-neutral options. There are no explicit Linux/macOS instructions or examples, which may create friction for non-Windows users.
Recommendations
  • Add Azure CLI and Bash examples for creating and managing Key Vaults and certificates.
  • Include instructions for converting certificates from PEM to PFX format using OpenSSL, which is standard on Linux/macOS.
  • List deployment options in a platform-neutral order (e.g., Azure portal, Azure CLI, Template, PowerShell, Visual Studio).
  • Explicitly mention that all steps can be performed on Linux/macOS and provide links to relevant cross-platform documentation.
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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 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets