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_first
missing_linux_example
Summary
The documentation is heavily biased toward Windows environments, as all deployment and configuration steps use Azure PowerShell, with no mention of Azure CLI, Bash, or Linux-native tools. The setup instructions, variable initialization, and resource management are exclusively shown using PowerShell syntax, which is most familiar to Windows users. There are no Linux-specific or cross-platform examples for infrastructure deployment, nor guidance for users who may prefer Bash or Azure CLI. The only cross-platform nod is the use of the generic 'sftp' client for connection testing, but even this is described as being run from a 'command prompt', which typically implies Windows.
Recommendations
  • Provide equivalent Azure CLI and/or Bash examples for all resource creation, configuration, and cleanup steps.
  • Explicitly mention that the instructions can be followed on Linux and macOS, and provide guidance for installing and using Azure CLI on those platforms.
  • Clarify that 'command prompt' could refer to Windows Command Prompt, PowerShell, or a Linux/macOS terminal, and provide explicit instructions for each.
  • Include links to cross-platform tooling documentation (e.g., Azure CLI install and usage guides).
  • Add troubleshooting notes for common issues encountered on Linux/macOS (e.g., SSH key formats, SFTP client differences).
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets