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
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a notable Windows bias. All command-line examples for automating private endpoint creation use Azure PowerShell, with no equivalent Azure CLI or Bash examples provided. The validation step explicitly instructs users to create a Windows VM and references the Windows VM creation guide, omitting instructions for Linux VMs. There are no Linux/macOS-specific examples or guidance, and Windows tooling is presented exclusively and first.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell commands, as Azure CLI is cross-platform and widely used on Linux/macOS.
  • In the validation section, provide instructions for creating and testing with a Linux VM (e.g., referencing the 'Create a Linux virtual machine in the Azure portal' guide).
  • When mentioning command-line validation (e.g., nslookup), clarify that the command works on both Windows and Linux, and provide Linux shell syntax if different.
  • Where possible, avoid referencing only Windows-specific guides and tools; include links and examples for Linux/macOS users.
  • Consider reordering examples so that cross-platform tools (Azure CLI, Bash) are shown before or alongside Windows-specific tools.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-09 00:00 #87 cancelled Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Biased Biased
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets