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 frequently references PowerShell cmdlets and Windows-centric tooling for Service Fabric application lifecycle operations, often listing them before or alongside REST API and .NET methods. There is minimal mention of Linux-specific tools or CLI equivalents, and PowerShell is presented as the primary scripting interface. While REST API and .NET methods are included, Linux users may experience friction due to the lack of explicit Linux/CLI examples and guidance.
Recommendations
  • Add explicit examples using Service Fabric CLI (sfctl) and Azure CLI for each lifecycle operation, especially for deployment, upgrade, removal, and cleanup tasks.
  • Where PowerShell cmdlets are mentioned, also provide equivalent sfctl or Azure CLI commands, and clarify their applicability to Linux/macOS environments.
  • Reorder examples so that cross-platform tools (REST API, sfctl, Azure CLI) are listed before or alongside PowerShell cmdlets.
  • Include a section or note clarifying which tools are available and supported on Linux/macOS, and link to relevant Linux documentation.
  • Provide sample shell scripts or command-line workflows for Linux users, especially for automation and cleanup scenarios.
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Scan History

Date Scan Status Result
2026-02-20 00:00 #404 in_progress Biased Biased
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