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
missing_linux_example
windows_tools
Summary
The documentation provides step-by-step instructions for integrating NAT Gateway with Azure Firewall in a hub and spoke network, offering examples via the Azure Portal and PowerShell. However, it lacks equivalent examples for Linux users, such as Bash or Azure CLI, and relies heavily on PowerShell commands and Windows-centric tooling. PowerShell is presented as the primary scripting interface, with no mention of Bash scripts or Azure CLI commands, which are more commonly used on Linux and macOS platforms. This creates a bias toward Windows users and may hinder Linux users from following the tutorial efficiently.
Recommendations
  • Add Azure CLI (az) examples for every PowerShell command block, ensuring parity for Linux/macOS users.
  • Include Bash script snippets where appropriate, especially for VM creation and network configuration.
  • Explicitly mention that Azure CLI can be used cross-platform and provide links to CLI installation and usage guides.
  • Where PowerShell-specific instructions are given (e.g., credential handling), provide equivalent Bash/CLI workflows.
  • Review and update all sections to ensure that Linux users can follow the tutorial without needing to use PowerShell or Windows-only tools.
  • Consider reordering examples so that CLI/Bash instructions are presented before or alongside PowerShell, rather than after.
GitHub Create Pull Request

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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets