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
windows_tools
Summary
The documentation page demonstrates a moderate Windows bias. The bulk of automation and scripting guidance is provided via PowerShell, which is a Windows-centric tool, and the only bulk-update script is for Windows VMs using PowerShell. PowerShell is presented as the primary automation method, with no equivalent Bash or shell script for Linux VM bulk updates. In several sections, Windows examples or tools (PowerShell) are mentioned before Linux alternatives, and the scripting patterns are tailored to Windows environments. While Azure CLI examples are provided for both platforms, advanced scenarios and automation are Windows-focused.
Recommendations
  • Provide a Bash or shell script example for bulk-updating the Network Watcher extension on Linux VMs, similar to the PowerShell script for Windows.
  • Offer parity in automation guidance by including Linux-native tooling (e.g., Bash, Python, Ansible) for managing extensions at scale.
  • When listing manual update options, alternate the order of Windows and Linux examples, or present them side-by-side to avoid implicit prioritization.
  • Explicitly mention cross-platform tools (like Azure CLI) as the recommended approach for both Windows and Linux, and clarify when PowerShell is required or optional.
  • Add troubleshooting and support guidance specific to Linux environments, not just generic or Windows-centric advice.
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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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets