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
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by presenting PowerShell examples first, providing detailed PowerShell commands, and omitting equivalent Linux shell (bash) or cross-platform SDK examples. The Azure CLI example is present, but there are no bash-specific instructions or Linux tool references. The .NET SDK example is also Windows-centric, with no mention of Python or other cross-platform SDKs. There is no discussion of Linux-native monitoring tools or patterns.
Recommendations
  • Add bash shell examples for querying metrics and logs using Azure CLI, showing usage on Linux/macOS.
  • Include SDK examples in Python or JavaScript to complement the .NET example, demonstrating cross-platform code.
  • Explicitly mention that Azure CLI works on Linux/macOS and provide installation or usage notes for those platforms.
  • Avoid presenting PowerShell examples first; alternate or parallelize example order with bash/Azure CLI.
  • Reference Linux-native monitoring tools (e.g., cron jobs, systemd timers, or integration with Linux logging solutions) where relevant.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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
2025-08-19 00:01 #85 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets