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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell and Windows-centric tools before mentioning cross-platform alternatives. For example, enabling soft-delete in Azure Key Vault is described first with PowerShell, and CLI is only mentioned secondarily. Troubleshooting steps reference PowerShell cmdlets (Undo Key vault key removal) without providing equivalent Bash/CLI commands. There are no explicit Linux or Bash examples, and the workflow assumes familiarity with Windows/PowerShell patterns.
Recommendations
  • Provide Azure CLI and Bash examples alongside or before PowerShell instructions for all key management and recovery operations.
  • Reference cross-platform tools (Azure CLI, REST API) equally or before Windows-specific tools.
  • Include troubleshooting steps using Azure CLI commands for key and vault recovery, not just PowerShell.
  • Add explicit notes or sections for Linux/macOS users, clarifying that all operations can be performed from non-Windows platforms.
  • Ensure links to documentation cover both PowerShell and CLI workflows, and clarify parity between them.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-08-17 00:01 #83 cancelled Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased