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
windows_tools
powershell_heavy
missing_linux_example
Summary
While the documentation states it applies to both Windows and Linux VMs and includes cross-platform Azure CLI and API examples, there are notable signs of Windows bias. PowerShell examples are always present, but there are no equivalent Bash or Linux shell script examples. The ARM template section defaults to Windows images and parameters, with no Linux image guidance. Windows terminology (e.g., password requirements, RDP port 3389) appears by default, and Windows is the only OS shown in ARM template allowed values. Linux is only referenced in the CLI example image parameter.
Recommendations
  • In ARM template examples, add a Linux image option (e.g., Ubuntu) and show how to parameterize for both Windows and Linux.
  • In sections referencing administrator credentials, clarify the differences for Linux VMs (e.g., SSH key vs. password).
  • In ARM template network security rules, include port 22 (SSH) for Linux, not just port 3389 (RDP).
  • Provide Bash or Linux shell script equivalents for PowerShell examples, or clarify that CLI commands are cross-platform.
  • When listing OS options or parameters, show both Windows and Linux choices.
  • Avoid defaulting to Windows terminology or requirements unless the step is truly Windows-specific.
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Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Biased Biased
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Biased Biased
2026-03-07 00:00 #464 in_progress Biased Biased
2026-03-06 00:00 #460 in_progress Biased Biased
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Clean Clean
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Biased Biased
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Biased Biased
2026-02-22 00:00 #412 in_progress Biased Biased
2026-02-21 00:00 #408 in_progress Biased Biased
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
2026-01-14 00:00 #252 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets