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 in several ways: all command-line examples for certificate and key vault management use PowerShell, with no Bash, CLI, or Linux alternatives. Windows-centric tools and patterns (such as PowerShell and references to 'Microsoft.Windows.Azure.Extensions' for RDP) are used exclusively or mentioned first. There are no examples for Linux users (e.g., using Azure CLI or Bash scripts) for key vault, certificate, or deployment steps. The SDK code samples are platform-neutral (C#), but operational steps and extension examples are Windows-focused.
Recommendations
  • Add equivalent Azure CLI or Bash examples for key vault and certificate management steps, ensuring Linux users can follow along.
  • Mention and demonstrate Linux-compatible tools and workflows (e.g., Azure CLI, OpenSSL for certificate creation) alongside PowerShell.
  • Clarify that the SDK steps are cross-platform, and provide guidance for Linux/macOS environments where relevant (e.g., file paths, environment variables).
  • For extension profiles, note Linux alternatives (e.g., SSH extension) and provide examples if supported.
  • In related content, link to Linux-specific deployment guides or samples if available.
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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