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
windows_first
powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for deploying and managing resources, but PowerShell is consistently presented alongside (and sometimes before) CLI, which is more cross-platform. There are no explicit Linux-only command-line tool examples for resource management (e.g., Bash scripting), and the initial deployment steps may implicitly favor Windows users by highlighting PowerShell. However, the Kafka management and SSH sections use Linux-native commands and workflows, which helps balance the bias.
Recommendations
  • Present Azure CLI examples before PowerShell, as CLI is cross-platform and more familiar to Linux/macOS users.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, while PowerShell is primarily for Windows (unless using PowerShell Core).
  • Consider providing Bash script examples for automation, especially in the deployment and cleanup sections.
  • Clarify in the prerequisites or deployment sections that all SSH and Kafka management commands are intended for a Linux shell environment.
  • If possible, provide a table or callout summarizing which tools/commands are best for each OS.
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 Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets

# [PowerShell](#tab/PowerShell)

    New-AzResourceGroup -Name exampleRG -Location eastus
    New-AzResourceGroupDeployment -ResourceGroupName exampleRG -TemplateFile ./main.bicep -clusterName "<cluster-name>" -clusterLoginUserName "<cluster-username>" -sshUserName "<ssh-username>"
    
# [PowerShell](#tab/PowerShell)