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
missing_linux_example
windows_tools
Summary
The documentation page for Service Fabric application upgrades demonstrates a notable Windows bias. The only command-line example provided is in PowerShell, and all references to Service Fabric management tools are Windows-centric (PowerShell cmdlets). There are no CLI or Linux/macOS-compatible examples or instructions. Additionally, the documentation references Windows-specific components such as http.sys and error messages from the Windows HTTP Server API, without mentioning Linux equivalents or cross-platform considerations.
Recommendations
  • Add Azure CLI or Service Fabric CLI (sfctl) examples for application upgrades, especially for retrieving and passing application parameters.
  • Include notes or sections describing how to perform equivalent operations on Linux clusters, or clarify if certain features are Windows-only.
  • Where Windows-specific APIs or error messages are referenced (e.g., http.sys), provide Linux/macOS context or explicitly state if the limitation is Windows-only.
  • In the 'Next steps' section, add links to cross-platform upgrade tutorials (e.g., using Azure CLI, sfctl, or REST API) if available.
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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