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_tools
powershell_heavy
missing_linux_example
Summary
The documentation references Azure PowerShell as a tool for automating subscription key lifecycle management, but does not mention or provide parity for Linux-native tools or CLI alternatives. There are no examples or instructions for managing subscriptions using cross-platform tools like Azure CLI, Bash scripts, or REST API calls from Linux environments. This creates a subtle bias toward Windows and PowerShell-centric workflows.
Recommendations
  • Explicitly mention Azure CLI as an alternative to Azure PowerShell for automating subscription key management and provide example commands.
  • Include REST API examples using curl or httpie, which are common on Linux and macOS, for subscription creation and key management.
  • Avoid referencing only Windows-specific tools (such as PowerShell) when describing automation options; always provide cross-platform alternatives.
  • Add a section or note clarifying that all management operations can be performed from Linux, macOS, and Windows using Azure CLI, REST API, or SDKs.
  • Where possible, present examples in a platform-neutral order (e.g., Azure CLI before PowerShell, or both together) to avoid implicit prioritization.
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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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-14 00:00 #111 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased