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 strong Windows bias. All automation and scripting examples use PowerShell, with no mention of Bash, CLI, or cross-platform alternatives. The guidance assumes the use of Windows tools and patterns (e.g., .ps1 scripts, Azure PowerShell modules), and troubleshooting steps reference PowerShell scripts and logs. There are no Linux-specific instructions or examples, and Windows-centric terminology and tools are presented first and exclusively.
Recommendations
  • Provide equivalent examples using Azure CLI and Bash scripts for deployment, trigger management, and Key Vault integration.
  • Explicitly state which steps are cross-platform and which require Windows, and offer alternatives for Linux/macOS users.
  • Include guidance for running CI/CD pipelines on Linux agents, including installation and usage of necessary modules or tools.
  • Reference PowerShell Core as a cross-platform option, but also show how to accomplish tasks using non-PowerShell tools.
  • Add troubleshooting steps and log references for Linux environments, not just .ps1 files.
  • Review all sample scripts and provide Bash or Azure CLI versions alongside PowerShell.
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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