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
Summary
The documentation provides both Azure CLI and PowerShell examples for programmatic management of access restrictions, but PowerShell examples are frequently given, sometimes before CLI, and advanced scenarios (multi-source rules, Front Door restrictions) only show PowerShell code. There is an overall tendency to present PowerShell as a primary automation method, which is more familiar to Windows users, while Linux-native scripting (e.g., Bash, shell scripts) is not covered. No Linux-specific tools or patterns are mentioned, and the CLI examples are generic, not tailored for Linux environments.
Recommendations
  • Add Bash/shell script examples for key scenarios, especially for advanced rule creation and automation.
  • Ensure Azure CLI examples are always presented before or alongside PowerShell, especially in advanced sections.
  • Explicitly mention that Azure CLI works natively on Linux and macOS, and provide guidance for Linux users where appropriate.
  • Include notes or links about using Azure CLI in Linux environments (e.g., installation, authentication, scripting best practices).
  • For multi-source and advanced scenarios, provide equivalent Azure CLI or REST API examples, not just PowerShell.
  • Review screenshots and UI instructions to ensure they are not Windows-centric (e.g., avoid references to Windows-only features or terminology).
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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 Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Biased Biased
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Biased Biased
2025-09-07 00:00 #104 completed Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Biased Biased
2025-08-07 00:00 #73 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets