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
missing_linux_example
Summary
The documentation provides both Azure CLI and PowerShell examples for creating VMs from specialized images, but the PowerShell examples are significantly more detailed and complex, including full network setup and VM configuration, while the CLI examples are minimal. PowerShell is a Windows-centric tool, and there are no equivalent Bash or Linux shell scripting examples for users who prefer Linux-native automation. Additionally, in several sections, PowerShell examples are presented before CLI, and the CLI examples lack parity in terms of completeness and depth. There are no references to Linux-specific tools or workflows beyond the CLI, and the documentation does not address Linux/macOS users who may wish to automate these tasks outside of PowerShell.
Recommendations
  • Provide full Bash/Linux shell script examples that match the depth and completeness of the PowerShell examples, including network resource creation and VM configuration.
  • Ensure CLI examples are as detailed as PowerShell examples, covering all necessary steps for both Windows and Linux users.
  • Explicitly mention that PowerShell is available cross-platform, but also offer native Linux automation alternatives (e.g., Bash scripts, use of Azure CLI in Linux environments).
  • Alternate the order of CLI and PowerShell examples, or present CLI first to reduce Windows-first perception.
  • Add notes or links for Linux/macOS users on best practices for scripting and automation in those environments.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
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
2026-01-27 00:00 #308 completed Biased Biased
2026-01-26 00:00 #304 completed Biased Biased
2026-01-24 00:00 #296 completed Biased Biased
2026-01-23 00:00 #292 failed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

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