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 examples for all command-line operations, referencing Windows-centric tools (Azure Az PowerShell module) and cmdlets, and omitting equivalent instructions for Linux users (e.g., Bash, Azure CLI). PowerShell is presented as the primary or only scripting interface, and there are no examples or guidance for Linux shell environments or cross-platform automation tools. REST API examples are included, but the CLI and Bash alternatives are missing, and PowerShell is always presented before REST. The prerequisites and next steps also reference PowerShell modules and documentation, reinforcing the Windows-centric approach.
Recommendations
  • Add Azure CLI and Bash examples alongside PowerShell for all command-line operations, including account identity assignment, Key Vault access policy configuration, and key management.
  • Reference cross-platform tools (e.g., Azure CLI) in prerequisites and next steps, not just PowerShell modules.
  • Explicitly state that all operations can be performed from Linux, macOS, or Windows, and provide guidance for non-Windows environments.
  • Where PowerShell is used, clarify that it is available cross-platform, but also offer native Bash/CLI alternatives for Linux users.
  • Ensure that REST API examples are supplemented with CLI equivalents, and provide sample scripts for Linux shell environments.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #398 in_progress Biased Biased
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress Biased Biased
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 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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets