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 often presented before CLI, and advanced scenarios (such as multi-source rules and Azure Front Door restrictions) are shown only with PowerShell. There are no explicit Linux shell or Bash script examples outside of Azure CLI, and PowerShell is a Windows-centric tool, which may disadvantage Linux users. However, the presence of Azure CLI examples (which are cross-platform) mitigates this bias somewhat.
Recommendations
  • Ensure that for every PowerShell example, an equivalent Azure CLI example is provided, especially in advanced scenarios (e.g., multi-source rules, Azure Front Door restrictions).
  • Present Azure CLI examples before PowerShell examples, as CLI is cross-platform and more accessible to Linux users.
  • Where possible, include Bash script snippets or notes for Linux users, especially for tasks that may require scripting or automation.
  • Explicitly state that Azure CLI commands work on Linux, macOS, and Windows, and provide links to installation instructions for non-Windows platforms.
  • Review advanced scenario sections to ensure parity between PowerShell and CLI coverage.
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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