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/TPM options) are described in detail, and Windows is often mentioned first in lists of supported platforms or licensing options. While Linux images and attributes are present, there are no explicit Linux-specific examples or guidance (e.g., for SSH key management, Linux-specific VM configuration, or Jetpack installation nuances). Windows licensing and features are described more thoroughly than Linux equivalents, and there are no PowerShell-heavy examples, but Windows-centric attributes (e.g., HybridBenefit, HybridBenefitLicense defaulting to Windows_Server) are prominent.
Recommendations
  • Add explicit Linux-focused examples, such as SSH key management, Linux VM configuration, and Jetpack installation for Linux images.
  • Ensure Linux licensing options (e.g., RHEL_BYOS, SLES_BYOS) are described as thoroughly as Windows options.
  • Present Linux and Windows features in parallel, rather than listing Windows first or in more detail.
  • Include notes or examples for Linux-specific security features and VM attributes where applicable.
  • Where attributes default to Windows (e.g., HybridBenefitLicense), clarify Linux alternatives and provide usage scenarios.
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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

Flagged Code Snippets