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
windows_first
Summary
The documentation page demonstrates a moderate Windows bias, primarily through exclusive use of Azure PowerShell cmdlets for configuration examples (e.g., New-AzApplicationGatewayProbeHealthResponseMatch), and references to PowerShell-based workflows for probe configuration. There are no CLI (az), ARM template, REST API, or Linux/macOS shell examples provided, and the 'Next steps' section lists PowerShell before the Azure Portal. This may create friction for Linux/macOS users who prefer cross-platform tools.
Recommendations
  • Add equivalent Azure CLI (az) examples for all PowerShell cmdlets shown, especially for probe matching and configuration.
  • Include ARM template and/or REST API snippets for probe configuration to support automation and platform neutrality.
  • Explicitly mention that all configuration steps can be performed on Linux/macOS using CLI or portal, not just PowerShell.
  • In 'Next steps', list cross-platform options (CLI, portal, REST) before or alongside PowerShell.
  • Where possible, avoid referencing only Windows-specific tools or patterns (e.g., PowerShell cmdlets) in conceptual sections.
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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
2025-08-17 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