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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias primarily through the exclusive use of PowerShell for key vault and certificate management steps, references to Windows-specific tools and patterns (such as RDP and 'Microsoft.Windows.Azure.Extensions'), and the absence of Linux or cross-platform CLI alternatives for these operations. The examples and instructions for resource creation and management are provided only in C# and PowerShell, with no mention of Bash, Azure CLI, or Linux-friendly workflows. This can hinder Linux users or those preferring non-Windows environments.
Recommendations
  • Provide Azure CLI and Bash script examples for key vault and certificate management steps, alongside PowerShell.
  • Mention Linux-compatible tools and workflows for remote access (e.g., SSH extensions) in addition to RDP.
  • Ensure that all resource creation steps (resource group, storage account, network, etc.) include Azure CLI or REST API examples, not just C#.
  • Reference cross-platform SDKs and tools where possible, and clarify which steps are OS-agnostic.
  • Explicitly state platform requirements or limitations for each step, and provide guidance for Linux/macOS users.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets