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 for Service Fabric application upgrade demonstrates a notable Windows bias. The only code example provided is in PowerShell, which is a Windows-centric tool. References to Service Fabric PowerShell cmdlets and Windows-specific technologies (such as http.sys and Windows HTTP Server API) are present, with no equivalent Linux or cross-platform CLI examples. The 'Next steps' section prioritizes Visual Studio and PowerShell tutorials, both of which are primarily Windows tools, and does not mention Linux-compatible alternatives (such as Azure CLI, REST API, or Service Fabric CLI). This creates friction for Linux/macOS users, who may not have access to PowerShell or Visual Studio environments.
Recommendations
  • Provide equivalent examples using Service Fabric CLI (sfctl), which is cross-platform and works on Linux/macOS.
  • Include references and links to Linux/macOS-compatible upgrade workflows, such as using Azure CLI or REST API.
  • Clarify which features or commands are Windows-only, and offer guidance for Linux users where possible.
  • Reorder or balance 'Next steps' to include Linux/macOS upgrade tutorials alongside Windows/PowerShell options.
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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