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
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a Windows bias by providing only Windows-centric instructions and tooling. All example commands use PowerShell, and the workflow relies on Remote Desktop Protocol (RDP) to connect to a Windows VM. SQL Server Management Studio (SSMS), a Windows-only tool, is used for database access. There are no examples or instructions for Linux users, such as connecting via SSH, using Azure CLI, or accessing the database with cross-platform tools. Windows tools and patterns are mentioned exclusively and before any Linux equivalents, which are absent.
Recommendations
  • Add instructions for connecting to the VM via SSH for Linux and macOS users.
  • Provide examples using Azure CLI for resource management and cleanup, alongside PowerShell.
  • Include cross-platform database access tools such as Azure Data Studio or sqlcmd, with usage examples.
  • Explicitly mention both Windows and Linux workflows in validation and cleanup steps.
  • Ensure that all steps (connection, validation, cleanup) have Linux/macOS equivalents and are presented with parity to Windows instructions.
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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 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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets