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
Summary
The documentation provides code examples for multiple languages, including C#, JavaScript, Python, Java, and PowerShell. However, PowerShell is included as a first-class language example, which is uncommon for cross-platform cloud/Kafka scenarios and is primarily a Windows-centric shell. There are no explicit Windows-only tools, nor are Windows instructions or patterns prioritized over Linux equivalents. No CLI or OS-specific setup instructions are present, and examples are language-focused rather than platform-focused. There are no missing Linux examples, but the inclusion of PowerShell may suggest a slight Windows bias.
Recommendations
  • Clarify that PowerShell examples are cross-platform (PowerShell Core) if applicable, or provide equivalent Bash/shell script examples for Linux users.
  • If PowerShell is included for automation, consider adding Bash or other Linux-native scripting examples to ensure parity.
  • Explicitly mention that all code samples are OS-agnostic unless otherwise noted, and provide guidance for both Windows and Linux environments where relevant.
  • Review any referenced external tools or setup instructions in linked pages to ensure Linux parity.
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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 Biased Biased