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 page demonstrates a Windows bias by consistently presenting Azure PowerShell examples alongside Azure CLI, and by referencing Windows-centric tools and patterns (such as PowerShell and Cloud Shell's PowerShell session). While Azure CLI (cross-platform) examples are present, PowerShell is given equal prominence, and there are no explicit Linux-specific examples (e.g., native Bash scripts outside Azure CLI, or Linux command-line patterns). Windows tools and terminology (PowerShell, Get-Random, Get-Date, ConvertTo-Json) are used without Linux equivalents or alternatives. The structure often lists PowerShell after CLI, but both are always present, and the Cloud Shell instructions mention both Bash and PowerShell, but do not provide a pure Linux terminal workflow.
Recommendations
  • Add explicit Linux/Bash-only examples for key workflows, such as using curl and jq to construct and send events, without relying on Azure CLI or PowerShell.
  • Clarify that Azure CLI commands work natively on Linux, macOS, and Windows, and provide OS-specific notes where relevant.
  • Remove or supplement PowerShell-specific instructions with equivalent Bash/Linux shell commands, especially for tasks like generating random IDs and formatting dates.
  • Include screenshots or terminal output from Linux environments, not just Azure portal or PowerShell.
  • Where Cloud Shell is mentioned, specify that Bash is available and provide Bash-centric instructions, rather than referencing PowerShell equally.
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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
2025-09-03 00:00 #100 completed Clean Clean
2025-08-01 00:00 #67 completed 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