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
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All code examples for interacting with Azure Key Vault and deploying ARM templates use Azure PowerShell, with no equivalent Azure CLI or Bash examples. The tutorial centers on deploying a Windows VM, referencing Windows-specific password requirements and RDP for validation, while omitting Linux VM scenarios and SSH-based access. Windows tools and patterns (PowerShell, RDP, Windows VM templates) are mentioned exclusively and before any Linux alternatives, which are not covered at all.
Recommendations
  • Provide Azure CLI and Bash examples alongside PowerShell scripts for all deployment and validation steps.
  • Include a parallel tutorial for deploying a Linux VM, referencing Linux-specific password/SSH key requirements and validation via SSH.
  • Reference both Windows and Linux VM quickstart templates, and clarify differences in secret usage for each.
  • Offer instructions for connecting to Linux VMs (e.g., using SSH) and validating credentials stored in Key Vault.
  • Ensure all tooling instructions (Cloud Shell, VS Code) mention parity for Linux users and environments.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets