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 page provides extensive PowerShell examples and references Windows-specific tools (such as the Key Vault VM extension for Windows and S-channel), with minimal or no coverage of Linux/macOS equivalents. Windows terminology and mechanisms are presented first and in detail, while Linux-specific guidance is largely absent. The certificate provisioning and management flows are described primarily in the context of Windows VM/VMSS, and troubleshooting/programmatic examples are exclusively PowerShell-based.
Recommendations
  • Add equivalent Bash/CLI examples for certificate enrollment, provisioning, and management, especially for Azure CLI and REST API usage.
  • Explicitly document how certificate provisioning and autorollover work for Linux-based Service Fabric clusters, including supported extensions and mechanisms.
  • Clarify any Windows-only limitations or features, and provide guidance for Linux/macOS users where parity is possible.
  • Include troubleshooting steps and FAQ entries relevant to Linux environments.
  • Reference and link to Linux-specific documentation for Key Vault VM extensions (if available) and Service Fabric certificate management.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
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