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_first
Summary
The documentation provides both Azure PowerShell and Azure CLI examples for all major operations, but PowerShell (a Windows-centric tool) is consistently presented first in each section. There are no Linux-specific shell or scripting examples (e.g., Bash, Python), and the CLI examples, while usable on Linux, are not explicitly labeled as such. The testing section uses PowerShell for event posting before showing the equivalent Bash/cURL commands, reinforcing a Windows-first approach. No Linux tools or patterns (e.g., native Bash scripting, use of jq, etc.) are mentioned.
Recommendations
  • Alternate the order of PowerShell and CLI examples, or present CLI (cross-platform) examples first to avoid implicit prioritization of Windows tools.
  • Explicitly label CLI examples as usable on Linux/macOS and provide more context for Linux users.
  • Add Linux-native scripting examples (e.g., Bash scripts using az and jq, Python scripts using Azure SDKs) for common tasks.
  • Include notes or sections highlighting cross-platform compatibility and differences, if any, between PowerShell and Bash/CLI usage.
  • Consider adding troubleshooting or tips for Linux environments, such as handling authentication or environment variables.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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 Clean Clean
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets