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 page exhibits a strong Windows and PowerShell bias. Nearly all command-line examples use PowerShell, including REST API calls, ARM template deployments, and authentication steps. There are no CLI/bash examples for Linux/macOS users, and PowerShell is assumed as the default automation tool. Even REST API and HTTP token acquisition examples are given only in PowerShell, despite being platform-agnostic. The only non-PowerShell code sample is a brief Python example, but it does not cover the full workflow. Windows-specific paths and instructions are provided before Linux equivalents, and Windows tooling is referenced throughout.
Recommendations
  • Add equivalent Azure CLI (az) examples for all PowerShell commands, especially for enabling managed identity, assigning roles, and verifying assignments.
  • Provide bash/shell script examples for REST API calls and token acquisition, using curl or wget, to support Linux/macOS users.
  • Include instructions for deploying ARM templates using Azure CLI (az deployment group create) and/or Bicep.
  • Where file paths or agent instructions are given, present Linux and Windows steps side-by-side or in parallel, not Windows-first.
  • Clarify that PowerShell commands can be run cross-platform (with PowerShell Core), or explicitly note platform requirements.
  • Expand Python examples to cover more scenarios, such as role assignment and resource access, to demonstrate parity.
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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
2026-01-12 00:00 #243 cancelled 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 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets