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
missing_linux_example
windows_tools
windows_first
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing PowerShell-based CLI examples for all automation/configuration steps, with no Bash, Azure CLI, or Linux shell equivalents. All scripting and command-line instructions use Windows-centric tools (Azure PowerShell), and there is no mention of cross-platform alternatives or Linux-friendly workflows. The structure and examples prioritize Windows/PowerShell usage, implicitly assuming a Windows environment for automation and scripting.
Recommendations
  • Provide equivalent Azure CLI (az) examples for each PowerShell script, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Include Bash shell script examples for common tasks, especially for testing and automation steps.
  • Explicitly mention that all steps can be performed from Linux/macOS environments using Azure CLI, and link to relevant cross-platform documentation.
  • Add notes or tabs for Linux/macOS users, clarifying any differences in workflow or tool usage.
  • Avoid assuming PowerShell as the default automation tool; present both PowerShell and Azure CLI examples side-by-side.
  • Where referencing certificate creation or management, include OpenSSL-based instructions for Linux users in addition to Windows-centric methods.
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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 Clean Clean
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets