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
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation provides both Windows and Linux guidance for Service Fabric networking, but there is a notable Windows bias. Windows/PowerShell examples and terminology appear first or exclusively in several sections, such as API endpoints, DevOps integration, and application networking. PowerShell is referenced as the primary client API example, and Windows-specific tools and scenarios (e.g., RDP, Windows Updates, Windows containers) are described in detail, while Linux equivalents are often missing or less prominent. Linux-specific guidance is present but less detailed and sometimes referenced second.
Recommendations
  • Ensure Linux examples and terminology are presented alongside Windows examples, not after or omitted.
  • Add explicit Linux CLI/API usage examples (e.g., Azure CLI, Service Fabric CLI) where PowerShell is referenced.
  • Include Linux container networking scenarios and best practices, matching the detail given for Windows containers.
  • Provide Linux-specific DevOps integration guidance (e.g., using Azure DevOps tasks with Linux clusters).
  • Balance the order of examples so Linux and Windows are treated equally in tables and lists.
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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