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
powershell_heavy
Summary
The documentation page demonstrates a moderate Windows bias. It references 'Windows Azure Service Management API' in a security context, which is a legacy Windows-centric tool. The Azure PowerShell section is presented before Azure CLI, and PowerShell is traditionally associated with Windows environments. There are no explicit Linux shell (bash) or cross-platform scripting examples, nor are Linux-specific tools or patterns mentioned. The page does include Azure CLI and Python examples, which are cross-platform, but the ordering and legacy references favor Windows.
Recommendations
  • Remove or clarify references to 'Windows Azure Service Management API' to avoid implying Windows-only management.
  • Present Azure CLI examples before PowerShell, as CLI is more commonly used in Linux/macOS environments.
  • Add bash shell scripting examples for key tasks to demonstrate Linux parity.
  • Explicitly state that Azure CLI and Python examples work on Linux, macOS, and Windows.
  • Avoid legacy terminology like 'Windows Azure' unless historically necessary.
  • Consider adding a section on managing resource providers using REST API calls with curl or similar Linux-native tools.
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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
2026-01-12 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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets