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 certificate management guidance for Service Fabric clusters on Azure, with a strong emphasis on Windows-centric tooling and patterns. PowerShell is the only scripting language shown for programmatic certificate enrollment, and references to Windows-specific features (such as S-channel, certificate store locations, and Key Vault VM extension for Windows) are prevalent. The documentation does not provide equivalent Linux/bash examples or discuss Linux-specific certificate handling, which may create friction for users deploying Service Fabric clusters on Linux nodes or managing certificates from non-Windows environments.
Recommendations
  • Include bash/CLI examples for certificate enrollment and management alongside PowerShell scripts.
  • Clarify which steps and tooling are applicable to Linux-based Service Fabric clusters, and provide explicit Linux guidance where possible.
  • Reference the Key Vault VM extension for Linux (if available) or alternative mechanisms for Linux VMs, and link to relevant documentation.
  • Discuss certificate store locations and access control for Linux nodes, not just Windows certificate stores.
  • Where Windows-specific features (e.g., S-channel, CERT_RENEWAL_PROP_ID) are discussed, note their applicability and provide Linux alternatives or caveats.
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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