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 primarily through the exclusive use of PowerShell scripts for certificate management and cluster updates, without providing equivalent Linux (bash/CLI) examples. The instructions assume access to Windows tools and patterns, such as PowerShell cmdlets and certificate handling via Windows APIs, and do not mention or prioritize Linux alternatives. This may hinder users operating in Linux environments or those using Azure CLI/bash for automation.
Recommendations
  • Provide equivalent Linux/bash/Azure CLI commands for certificate creation, management, and cluster updates.
  • Include instructions for using OpenSSL to generate certificates and associate them with service principals.
  • Add examples using Azure CLI (az hdinsight ...) for cluster identity certificate updates.
  • Clearly indicate platform-specific steps and offer parity for both Windows and Linux users.
  • Reference cross-platform tools and avoid assuming the use of Windows-only utilities.
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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