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
missing_linux_example
Summary
The documentation demonstrates a moderate Windows bias. PowerShell examples are given equal prominence to Azure CLI, but Windows-centric tools and patterns (such as PowerShell scripting, Connect-AzAccount, and ARMClient usage via PowerShell) are featured throughout. Script deployment instructions and management examples are provided for both Azure CLI and PowerShell, but Linux-native shell scripting and deployment via Bash or other Linux tools are not shown. The PowerShell deployment example is given as a full script, while the CLI equivalent is missing. There is no explicit example of deploying with Bash or Linux-native tools, and troubleshooting/monitoring instructions do not mention Linux-specific workflows.
Recommendations
  • Add explicit Bash/Linux shell script examples for deploying Bicep files and managing deployment scripts, not just Azure CLI.
  • Provide parity in deployment instructions: show how to deploy using Bash and Azure CLI, not just PowerShell.
  • Include troubleshooting and monitoring steps using Linux-native tools (e.g., jq, curl, Bash scripting) alongside PowerShell.
  • Clarify that deployment scripts can be authored and run in Linux environments, and provide examples of Linux-based development workflows.
  • Avoid using Windows-centric tools (e.g., ARMClient via PowerShell) exclusively; mention cross-platform alternatives or usage in Bash.
  • Ensure that all code tabs (CLI, PowerShell) are accompanied by Linux-native equivalents where possible.
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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 Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets