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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias primarily through repeated references to Windows-specific licensing and cost-saving features (such as Azure Hybrid Benefit for Windows Server and SQL Server), and by mentioning Windows-related tools and scenarios before any Linux equivalents. There are no examples or guidance for Linux-specific scenarios, such as cost optimization for Linux VMs or leveraging Linux licensing benefits. The documentation also omits Linux-specific cost management considerations and does not provide parity in examples or recommendations for Linux users.
Recommendations
  • Include examples and guidance for cost optimization with Linux VMs, such as sizing, reservations, and licensing benefits for Linux workloads.
  • Mention Linux licensing and cost-saving features (e.g., bring-your-own-license for Linux, reserved instances for Linux VMs) alongside Windows options.
  • Add references to Linux-specific tools or patterns for automation and cost management (such as using Bash scripts, Linux-native APIs, or open-source analytics platforms).
  • Ensure that cost-saving programs and recommendations (like Azure Savings Plans and Reservations) are described with both Windows and Linux applicability.
  • Provide parity in documentation structure by presenting Linux scenarios and examples at the same prominence and order as Windows ones.
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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 Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
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