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_first
windows_tools
Summary
The documentation provides both Windows and Linux guidance for Service Fabric networking, but there is a notable Windows bias. PowerShell and Windows-specific tools are referenced more frequently and often appear first. Some examples and explanations (such as dynamic port range checks and client API usage) are Windows-centric or reference Windows tools (e.g., netsh, PowerShell) without Linux equivalents. ARM template samples and DevOps sections also highlight Windows scenarios. However, Linux support is acknowledged and linked, and most best practices are generally applicable.
Recommendations
  • Provide Linux CLI (az CLI, bash) equivalents alongside PowerShell examples, especially for port range checks and cluster management.
  • Add explicit Linux-focused ARM template samples and links, similar to the Windows sample provided.
  • Clarify when guidance is Windows-only and offer Linux alternatives or note when Linux does not require certain steps (e.g., ephemeral port range).
  • Balance the order of presentation so Linux and Windows examples are equally prominent.
  • Expand DevOps/API guidance to include Linux-compatible tools and workflows.
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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