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_tools
missing_linux_example
windows_first
Summary
The documentation page for Azure Firewall monitoring data exhibits a strong Windows bias. All command-line examples for enabling/disabling logs and features use Azure PowerShell, with no mention of Azure CLI, Bash, or Linux-native workflows. There are no Linux or cross-platform examples for these operations, and PowerShell is presented as the default and only method for scripting and automation. The documentation also refers to Windows-centric tooling and patterns (e.g., PowerShell cmdlets), and does not provide parity for Linux administrators or those using non-Windows environments.
Recommendations
  • Provide equivalent Azure CLI examples for all PowerShell commands, enabling Linux and macOS users to perform the same tasks.
  • Explicitly mention that all operations can be performed from any OS using Azure CLI, Bash, or the Azure portal, not just via PowerShell.
  • Add Bash script snippets for common tasks, such as enabling/disabling logs and checking registration status.
  • Reorder sections to present cross-platform or OS-neutral methods first, or at least in parallel with Windows/PowerShell examples.
  • Clarify which features or commands are available via Azure CLI, REST API, or portal, and link to relevant documentation for those methods.
  • Include troubleshooting and verification steps that do not rely on Windows-only tools.
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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
2025-08-17 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