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 page demonstrates a Windows bias by providing only PowerShell scripts for certificate management and cluster updates, referencing Windows-centric tools and patterns (e.g., New-SelfSignedCertificate, .pfx files, PowerShell cmdlets). There are no equivalent Linux/bash examples for certificate creation, management, or cluster interaction, and the Windows/PowerShell approach is presented as the default method. This may hinder users working in Linux environments or with bash scripting.
Recommendations
  • Provide equivalent bash or Linux command-line examples for certificate creation and management (e.g., using openssl for .pfx generation).
  • Include Azure CLI commands for cluster updates and service principal credential management, as Azure CLI is cross-platform.
  • Explicitly mention Linux-compatible workflows and tools alongside PowerShell examples.
  • Reorder examples or provide parallel instructions so that Linux and Windows approaches are presented with equal prominence.
  • Clarify any OS-specific requirements or limitations for each method.
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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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets