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
missing_linux_example
windows_first
Summary
The documentation is heavily biased toward Windows and PowerShell. All code examples use PowerShell, and instructions reference Windows-specific tools (e.g., .msi installers, WMF 5, msiexec.exe). There are no Linux or cross-platform alternatives provided for certificate creation, service principal setup, Key Vault access, or Azure CLI usage. The guidance for installing Azure PowerShell is Windows-centric, and Linux users are left without clear instructions or examples.
Recommendations
  • Add equivalent examples using Azure CLI and/or Bash scripts for certificate creation, service principal setup, and Key Vault access.
  • Provide instructions for installing Azure PowerShell or Azure CLI on Linux nodes, including package manager commands (e.g., apt, yum).
  • Mention and demonstrate cross-platform certificate creation tools (e.g., openssl) and how to use them with Azure.
  • Reorder or balance examples so that Linux and Windows are presented equally, or clarify which steps are platform-specific.
  • Explicitly note any differences or additional steps required 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