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
missing_linux_example
windows_tools
Summary
The documentation page exhibits a Windows bias in several ways: PowerShell examples and references are presented first and most frequently, with detailed inline and external script samples using PowerShell. Windows-specific tools and APIs (such as CommandLineToArgvW and ARMClient in PowerShell mode) are mentioned before or instead of Linux equivalents. There is a lack of parity in example depth and troubleshooting guidance for Bash/Azure CLI scripts, and Linux-specific scripting patterns are underrepresented.
Recommendations
  • Provide equal numbers of Azure CLI/Bash examples alongside PowerShell samples, especially for inline and external scripts.
  • Present Azure CLI/Bash examples before or alongside PowerShell examples in each section, not after.
  • Include troubleshooting and development workflow guidance for Bash scripts, similar to the PowerShell sections.
  • Reference Linux-native tools and APIs (e.g., getopt, bash argument parsing) where Windows tools like CommandLineToArgvW are mentioned.
  • Add explicit instructions for running and debugging deployment scripts using Azure CLI/Bash in Linux environments, including Cloud Shell.
  • Ensure that supporting script examples and sample templates include Bash scripts, not just PowerShell (.ps1) files.
  • Highlight the use of Linux containers and scripting environments in parity with Windows/PowerShell references.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean

Flagged Code Snippets