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-based examples and references to Windows-specific tooling (such as the Key Vault VM extension for Windows and S-channel APIs). While the overall guidance is Azure-centric and Service Fabric clusters can run on both Windows and Linux, the hands-on examples, troubleshooting scripts, and extension documentation are almost exclusively Windows-focused. There is little to no mention of Linux equivalents, and Windows patterns/tools are presented first and in detail.
Recommendations
  • Add Linux-specific examples for certificate provisioning and management, such as using Azure CLI, Bash scripts, or Linux-compatible VM extensions.
  • Explicitly document any differences or limitations for Service Fabric clusters running on Linux nodes, especially regarding certificate autorollover and VM extensions.
  • Reference or link to Key Vault VM extension documentation for Linux, if available, and clarify any platform-specific behaviors (e.g., linking on renewal is Windows-only).
  • Provide troubleshooting steps and automation scripts using cross-platform tools (Azure CLI, REST API) alongside PowerShell.
  • Indicate clearly when a feature or example is Windows-only, and suggest Linux alternatives where possible.
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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