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
windows_tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all steps, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, which is more cross-platform. There is a notable emphasis on installing and using PowerShell on Ubuntu, which is not a typical Linux pattern. The documentation references Docker installation for macOS, Windows, and Linux equally, but the main walkthrough is focused on Ubuntu VMs. There are no explicit Linux shell-only examples (e.g., Bash scripts using REST APIs or SDKs), and PowerShell is presented as a first-class option for Linux users, which may not align with common Linux workflows.
Recommendations
  • Prioritize Azure CLI examples and make them the default or first-shown option, as CLI is more widely used on Linux.
  • Provide Bash shell script examples for key steps, especially authentication and Docker usage, without requiring PowerShell.
  • Clarify that PowerShell is optional on Linux, and suggest native Bash/CLI workflows for Linux users.
  • Add explicit guidance for Linux users who prefer not to install PowerShell, including alternatives using Azure CLI and REST APIs.
  • Consider including examples for other Linux distributions (not just Ubuntu), or generalize instructions where possible.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #399 in_progress Clean Clean
2026-02-18 00:00 #395 in_progress Clean Clean
2026-02-17 00:00 #391 in_progress Clean Clean
2026-02-16 00:00 #387 in_progress Clean Clean
2026-02-15 00:00 #383 in_progress Clean Clean
2026-02-14 00:00 #379 in_progress Clean Clean
2026-02-13 00:00 #375 in_progress Clean Clean
2026-02-12 00:00 #371 in_progress Clean Clean
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Clean Clean
2026-02-05 00:00 #343 completed Clean Clean
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Clean Clean
2026-01-11 00:00 #241 completed Clean Clean
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets