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
windows_tools
missing_linux_example
Summary
The documentation page exhibits a Windows bias in several areas. PowerShell scripts are presented as the primary method for custom log ingestion and API-based ingestion, with no equivalent Linux shell or cross-platform scripting examples. The SIEM data migration accelerator deploys a Windows VM and downloads Windows-centric tools, with no mention of Linux-based automation or VM options. While some tools (Logstash, AzCopy) are noted as cross-platform, their usage and examples are not shown for Linux environments. Windows tools and patterns (PowerShell, Windows VM) are mentioned first or exclusively, and Linux alternatives are missing or underrepresented.
Recommendations
  • Provide Linux shell (bash) and cross-platform scripting examples alongside PowerShell for ingestion tasks.
  • Include instructions for deploying the SIEM data migration accelerator on Linux VMs or containers, or provide parity for Linux environments.
  • Highlight cross-platform capabilities of tools (e.g., AzCopy, Logstash) with explicit Linux usage examples and commands.
  • Avoid presenting Windows tools and patterns first or exclusively; ensure Linux equivalents are mentioned with equal prominence.
  • Clarify when tools are Windows-only and suggest alternative approaches for Linux users.
  • Add documentation sections or links for Linux-specific migration workflows and automation.
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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
2025-07-28 00:00 #63 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased