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
missing_linux_example
Summary
The documentation demonstrates notable Windows bias: all deployment and management commands use PowerShell, even for Linux VMs; Windows examples and instructions are presented first and in greater detail; file paths and output samples are Windows-centric; Linux-specific CLI tools or shell commands are absent, and Linux examples are minimal and still use PowerShell from a Windows host. There is no guidance for Linux/macOS users who may want to manage Azure Stack Edge VMs natively from their own platforms.
Recommendations
  • Provide equivalent Azure CLI and Bash examples for all operations (deployment, tracking, removal) targeting Linux/macOS users.
  • Show Linux file paths and outputs using native Linux commands (e.g., ls, cat) and shell syntax.
  • Present Windows and Linux instructions in parallel, or alternate which OS is shown first.
  • Clarify whether operations can be performed from Linux/macOS hosts, and document any prerequisites or limitations.
  • Include guidance for using REST API or cross-platform tools where possible.
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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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets