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

Bias Types:
⚠️ powershell_heavy
⚠️ windows_first
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation page demonstrates a strong Windows bias throughout. It consistently references Windows-specific tools (such as AppLocker, Hyper-V, Group Policy, Windows Firewall, BitLocker, and MMC), and management patterns (GPOs, AD DS, Windows PowerShell) without mentioning Linux or cross-platform equivalents. All example scenarios, hardening recommendations, and diagrams are Windows-centric. There are no Linux or macOS management examples, nor are Linux-native tools, security controls, or hardening strategies discussed. The document assumes the reader is operating in a Windows/Active Directory environment.
Recommendations:
  • Include equivalent Linux (and macOS, if relevant) management and hardening examples, such as using iptables/nftables for firewalling, SELinux/AppArmor for execution restriction, and sudoers for least privilege.
  • Reference cross-platform Azure management tools, such as Azure CLI and Azure Cloud Shell, and provide usage examples for Linux/macOS terminals.
  • Discuss Linux-native security practices (e.g., SSH key management, PAM configuration, systemd service hardening) alongside Windows recommendations.
  • Mention open-source or cross-platform alternatives to Windows tools (e.g., instead of AppLocker, discuss AppArmor/SELinux policies; instead of GPO, discuss configuration management tools like Ansible, Puppet, or Chef).
  • Clarify which recommendations are Windows-specific and provide parallel guidance for non-Windows environments.
  • Add diagrams and scenarios that show Linux (and possibly macOS) endpoints as management workstations.
GitHub Create pull request

Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased