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 page demonstrates a Windows bias in several ways: Windows examples and instructions are presented first and in greater detail, all deployment and management commands use PowerShell (even for Linux VMs), and Windows-specific paths and tools are referenced. Linux instructions lack parity in terms of native tooling and example depth, and Linux-specific command-line environments (such as Bash or Azure CLI on Linux) are not covered.
Recommendations
  • Provide Linux-first or parallel examples, ensuring both Windows and Linux instructions are equally detailed.
  • Include native Linux command-line examples (e.g., Bash scripts, Azure CLI commands run from Linux terminals) instead of only PowerShell.
  • Show Linux file paths and log locations with equivalent detail as Windows examples.
  • Reference Linux tools and patterns (e.g., using SSH, Bash, or cloud-init) where appropriate.
  • Ensure sample outputs and deployment tracking steps are shown from a Linux perspective, not just from PowerShell on Windows.
  • Clarify that Azure CLI and REST API can be used from Linux environments, and provide examples.
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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