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
windows_first
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a mild Windows bias. Windows-specific features (such as Hybrid Benefit licensing and Secure Boot) are described in detail, and Windows is mentioned first or exclusively in some contexts (e.g., HybridBenefit defaults to Windows_Server). There are references to Windows images and licensing, but Linux equivalents are not always given equal prominence. Some examples and attributes (e.g., KeyPairLocation) use Linux-style paths, but there are no explicit Linux-specific examples or notes about Linux-only features, except for Jetpack installation. Powershell or Windows command-line examples are not present, but Windows features are described before or in more detail than Linux ones in some cases.
Recommendations
  • Provide explicit Linux examples and notes where Windows features are described, such as Linux equivalents for licensing, security, and image attributes.
  • Ensure parity in attribute descriptions: when mentioning Windows-specific features (e.g., HybridBenefit), also describe Linux-specific options (e.g., RHEL_BYOS, SLES_BYOS) with equal detail.
  • Add Linux-focused sample templates and highlight Linux-specific configuration options, such as SSH key management, OS extension support, and Jetpack installation.
  • Where Windows is mentioned first or as the default, consider reordering or balancing the presentation to avoid implicit prioritization.
  • Include references to Linux tools and patterns where relevant, such as cloud-init, Linux security features, and package management.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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

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