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
Summary
The troubleshooting guidance heavily favors PowerShell syntax and Windows command patterns throughout most sections, especially in the 'Troubleshoot staging' and registry/token troubleshooting. Linux/Bash equivalents are missing for many critical steps, and PowerShell is used even for commands that could be cross-platform. Bash examples are only provided in the 'Troubleshoot service groups' section, and are presented after the PowerShell-heavy sections. This creates friction for Linux/macOS users, who may not have PowerShell installed or prefer Bash.
Recommendations
  • Provide Bash equivalents for all PowerShell commands, especially for Azure CLI and Docker/Kubectl operations.
  • Use cross-platform syntax for Azure CLI commands (e.g., avoid PowerShell-specific variable assignment and piping where possible).
  • Clearly indicate which steps require PowerShell and which can be performed in Bash or other shells.
  • Add notes or tabs for Linux/macOS users where file encoding or text manipulation is required.
  • Review all troubleshooting steps to ensure Linux parity, especially for edge device and registry management.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-19 00:00 #399 in_progress Biased Biased
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Biased Biased
2026-02-16 00:00 #387 in_progress Biased Biased
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Biased Biased
2026-02-13 00:00 #375 in_progress Biased Biased
2026-02-12 00:00 #371 in_progress Biased Biased
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Biased Biased
2026-02-09 00:00 #359 completed Biased Biased
2026-02-08 00:00 #355 completed Biased Biased
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets