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
missing_linux_example
windows_first
Summary
The documentation for Service Fabric application upgrades demonstrates a notable Windows bias. It provides only PowerShell-based examples and references to Windows-specific tools (e.g., http.sys), with no equivalent examples or guidance for Linux users. The upgrade process is described using Windows-centric commands, and Linux/CLI alternatives are not mentioned or linked. This creates friction for Linux/macOS users who may be managing Service Fabric clusters on those platforms.
Recommendations
  • Add equivalent examples using Azure CLI or REST API for application upgrades, especially for parameter preservation.
  • Explicitly mention Linux support for Service Fabric and link to relevant Linux documentation where available.
  • Clarify when features or commands are Windows-only (e.g., http.sys, PowerShell cmdlets) and provide Linux alternatives or workarounds.
  • Reorder sections or examples to present cross-platform or platform-neutral approaches first, followed by platform-specific guidance.
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Scan History

Date Scan Status Result
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