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_first
Summary
The documentation provides code samples for multiple languages, including C#, JavaScript, Python, Java, and PowerShell. However, the inclusion of PowerShell examples and configuration implies a Windows-centric approach, as PowerShell is primarily a Windows shell (though now cross-platform). The presence of PowerShell examples alongside other languages, and the lack of explicit Linux shell (e.g., Bash) or Linux-specific guidance, suggests a subtle Windows bias. There are no explicit references to Windows-only tools or patterns, but the prioritization of PowerShell as a top-level language option is a sign of Windows-first thinking.
Recommendations
  • Add Bash or Linux shell examples for scripting scenarios, especially for automation or deployment tasks.
  • Explicitly mention cross-platform compatibility for PowerShell examples, or provide equivalent Bash scripts where applicable.
  • Include guidance or troubleshooting notes for Linux environments, such as file path conventions, permissions, or common Kafka deployment patterns on Linux.
  • Ensure that any references to tools, configuration, or environment setup are not Windows-specific, or provide Linux alternatives in parallel.
  • Consider reordering language pivots so that PowerShell is not featured before more cross-platform languages (e.g., Python, JavaScript).
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Scan History

Date Scan Status Result
2026-01-15 00:00 #254 completed Clean Clean
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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 Clean Clean