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
windows_first
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias, primarily through its exclusive use of PowerShell for all CLI examples and automation, which is a Windows-centric tool. There are no Bash, Azure CLI, or Linux shell examples provided, and all scripting guidance assumes the reader is using PowerShell. The page also references Windows-specific concepts (e.g., Hyper-V, Windows VM OS types) before their Linux equivalents, and links to Windows-focused documentation (such as proximity placement groups under the Windows VM path). While Linux is mentioned (e.g., CentOS), there is no parity in example scripts or tooling for Linux users.
Recommendations
  • Add equivalent Azure CLI (az) and Bash script examples for all PowerShell commands, especially for VM replication and proximity placement group operations.
  • Include explicit instructions and code samples for Linux administrators, such as using Bash or shell scripts for automation.
  • Reference both Windows and Linux documentation paths equally, and avoid linking only to Windows-specific guides.
  • Clarify which steps or tools are cross-platform, and note any platform-specific limitations.
  • Where VM OS type is specified, provide examples for both Windows and Linux VMs, not just Windows.
  • Consider a section or callouts for Linux-specific considerations, especially for disaster recovery scenarios.
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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