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 for the Service Fabric application lifecycle consistently references PowerShell cmdlets and Windows-centric tooling (e.g., PowerShell commands, .NET APIs) as primary examples for operational tasks such as deployment, upgrade, removal, and cleanup. REST API alternatives are mentioned, but PowerShell is often listed first and is the only shell scripting example provided. There is minimal mention of Linux-specific tools or workflows, and no CLI (sfctl or Azure CLI) command examples are shown directly in the main lifecycle sections, despite a link to CLI documentation.
Recommendations
  • Add explicit examples using Service Fabric CLI (sfctl) and Azure CLI for each lifecycle operation, alongside PowerShell and .NET examples.
  • Ensure CLI and REST API options are presented before or equally with PowerShell cmdlets, especially in introductory or summary lists.
  • Include Linux/macOS-friendly shell scripting examples where PowerShell is used, or reference equivalent bash commands.
  • Clarify which tools are cross-platform and which are Windows-only, to help users choose the right approach for their environment.
  • Consider adding a section or table comparing available tooling for Windows and Linux/macOS users.
GitHub Create Pull Request

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