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
missing_linux_example
Summary
The documentation page 'Manage certificates in a Service Fabric cluster' demonstrates a notable Windows bias. PowerShell is the only scripting language used for automation examples, and references to Windows-specific tools and extension schemas (e.g., Key Vault VM extension for Windows, S-channel, CERT_RENEWAL_PROP_ID) are prevalent. The documentation does not provide equivalent Linux/macOS automation examples (such as Bash, Azure CLI, or cross-platform SDKs), nor does it mention Linux-specific certificate management patterns or VM extensions. Windows terminology and mechanisms are introduced before any cross-platform alternatives, and some features (like certificate linking) are explicitly described as Windows-only, but without guidance for Linux users.
Recommendations
  • Add automation examples using Bash and Azure CLI for certificate enrollment and management, alongside PowerShell.
  • Clarify which mechanisms (e.g., Key Vault VM extension, certificate linking) are Windows-only and provide Linux/macOS alternatives or workarounds where possible.
  • Reference and link to Linux-specific documentation for Service Fabric clusters, especially for certificate provisioning and rotation.
  • Explicitly state platform limitations for features that are not available on Linux/macOS, and suggest supported cross-platform approaches (e.g., using Azure CLI, REST API, or SDKs).
  • Include notes or sections for Linux/macOS users, outlining differences in certificate storage, access control, and automation.
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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