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 exhibits several signs of Windows bias. PowerShell is the only command-line example provided for discovering a VM's associated key vault, with no equivalent Linux (bash/Azure CLI) example. Windows encryption tooling (BitLocker) is mentioned before Linux (dm-crypt), and the documentation refers to Windows and PowerShell patterns more frequently. There is a lack of explicit Linux-focused instructions or examples, especially for command-line operations, and screenshots and UI flows do not clarify Linux-specific nuances.
Recommendations
  • Provide Azure CLI and/or bash examples alongside PowerShell for all command-line instructions, especially for tasks like discovering key vault associations.
  • Ensure Linux encryption tooling (dm-crypt) is described with equal detail and prominence as Windows BitLocker, including links to relevant Linux documentation.
  • Add explicit Linux VM agent installation instructions and troubleshooting steps, as Linux agent installation can differ from Windows.
  • Include screenshots or UI notes clarifying any Linux-specific differences in the Azure portal experience.
  • Review all steps to ensure Linux VMs are referenced with equal frequency and clarity as Windows VMs, including in examples, tips, and troubleshooting.
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Scan History

Date Scan Status Result
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled 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
2025-08-21 00:01 #87 cancelled Biased Biased
2025-08-19 00:01 #85 completed Clean Clean
2025-07-19 13:51 #54 completed 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