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 a mix of conceptual and hands-on guidance for managing certificates in Azure Service Fabric clusters. While the overall guidance is platform-agnostic, there is a notable bias toward Windows in several areas: PowerShell is the only scripting example given for certificate enrollment, and the Key Vault VM extension is discussed exclusively in its Windows variant. The extension's schema and behaviors are described as 'Only Windows,' and Windows-specific concepts (such as S-channel and certificate linking) are explained in detail. Linux equivalents (e.g., Key Vault VM extension for Linux, Bash/Az CLI examples) are not mentioned or provided, and Windows terminology and tools are presented first or exclusively in critical automation sections.
Recommendations
  • Add Linux-specific examples for certificate provisioning and management, such as using the Key Vault VM extension for Linux or alternative mechanisms.
  • Provide Bash/Az CLI scripting examples alongside PowerShell for certificate enrollment and management.
  • Clarify which steps or mechanisms are Windows-only and offer Linux alternatives or links to relevant documentation.
  • Mention cross-platform considerations explicitly in sections discussing VM extensions, certificate stores, and automation.
  • Ensure that JSON template examples are annotated to indicate any OS-specific settings or requirements.
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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