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

Bias Types:
⚠️ powershell_heavy
⚠️ windows_first
⚠️ missing_linux_example
Summary:
The documentation demonstrates a Windows bias by providing several PowerShell-based command examples (using variables and scripting patterns specific to PowerShell), especially for Azure CLI operations and Kubernetes resource management. These examples are not accompanied by equivalent Bash/Linux shell commands, and PowerShell is used in contexts where Bash would be more universally applicable. Additionally, PowerShell examples are presented before or instead of Bash alternatives, and there are no explicit Linux/Bash examples for key steps such as role assignment and resource querying.
Recommendations:
  • Provide Bash/Linux shell equivalents for every PowerShell example, especially for Azure CLI and Kubernetes operations.
  • When presenting command-line examples, default to Bash syntax or present Bash first, as it is more universally applicable across platforms (including Cloud Shell, Linux, and macOS).
  • Clearly indicate which examples are platform-specific, and offer guidance for users on both Windows (PowerShell) and Linux/macOS (Bash).
  • Avoid using PowerShell-specific variable syntax (e.g., $variable) in generic Azure CLI or kubectl command examples; use environment variables or inline values for cross-platform compatibility.
  • Review all scripting sections to ensure Linux users can follow the documentation without needing to translate PowerShell to Bash themselves.
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Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean
2025-07-09 23:22 #6 cancelled ✅ Clean

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