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_tools
windows_first
Summary
The documentation provides extensive PowerShell examples and references Windows-specific tools (such as the Key Vault VM extension for Windows and S-channel APIs). Windows terminology and mechanisms are frequently mentioned first or exclusively, and Linux-specific guidance or parity is not provided for certificate provisioning, management, or automation. The Key Vault VM extension is described only for Windows, and there are no Bash/CLI or Linux-native examples for certificate enrollment, provisioning, or rotation.
Recommendations
  • Add equivalent Bash/CLI examples for certificate enrollment and management, especially for Key Vault operations.
  • Document the Key Vault VM extension for Linux, or clarify its availability and usage for Linux VM/VMSS nodes.
  • Provide guidance for certificate provisioning and autorollover in Service Fabric clusters hosted on Linux (if supported), including relevant tools and automation patterns.
  • Explicitly note any Windows-only limitations and offer alternative approaches for Linux/macOS users where possible.
  • Ensure troubleshooting and FAQ sections include Linux scenarios and commands.
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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