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 demonstrates a Windows bias by providing only PowerShell examples for searching the audit log, referencing Windows-centric tools and roles (Exchange Online, Office 365), and omitting equivalent Linux or cross-platform command-line instructions. The workflow assumes use of Microsoft portals and PowerShell, which are native to Windows environments, without mentioning or prioritizing Linux-compatible alternatives.
Recommendations
  • Include CLI examples using cross-platform tools such as Azure CLI, Microsoft Graph API via curl, or Python scripts that can run on Linux and macOS.
  • Explicitly mention how Linux users can access audit logs, including any REST API endpoints or SDKs.
  • Provide parity in step-by-step instructions for searching and exporting audit logs using Linux-compatible methods.
  • Reference cross-platform authentication and session management approaches (e.g., OAuth2 tokens for API access) instead of only PowerShell/Windows credential management.
  • Add notes or sections highlighting platform-agnostic best practices for SOC analysts working outside Windows environments.
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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
2025-08-29 00:01 #95 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean

Flagged Code Snippets