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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing PowerShell-based examples and instructions for creating, using, and managing Azure Automation webhooks. All CLI and scripting examples use PowerShell cmdlets or tools (e.g., Invoke-WebRequest, ConvertTo-Json), with no mention of Bash, curl, or other Linux/macOS-native tools. Even REST API usage is shown via PowerShell. There are no Linux/macOS shell equivalents, nor are cross-platform alternatives discussed. This bias may create friction for users on Linux/macOS platforms who do not use PowerShell.
Recommendations
  • Add equivalent examples using Bash and common Linux/macOS tools (e.g., curl, jq) for creating and invoking webhooks.
  • Show how to authenticate and interact with Azure using Azure CLI (az) commands, which are cross-platform.
  • Provide REST API invocation examples using curl or httpie, not just PowerShell's Invoke-RestMethod.
  • Include notes or sections specifically for Linux/macOS users, highlighting any differences or considerations.
  • Reorder examples so that cross-platform or REST API methods are presented before or alongside PowerShell examples.
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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
2025-07-16 00:00 #52 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets