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 for workload orchestration is heavily biased toward Windows/PowerShell usage. Most command-line examples use PowerShell syntax and variables, with only a few Bash alternatives provided (and only in the 'service groups' section). Many steps assume PowerShell scripting, and some commands (e.g., Base64 encoding, file manipulation) are only shown in PowerShell. Linux/macOS users may struggle to adapt instructions, especially for scripting and file handling tasks.
Recommendations
  • Provide Bash/Linux equivalents for all PowerShell commands, especially for az CLI, kubectl, docker, and file manipulation steps.
  • Show Bash examples first or side-by-side with PowerShell to avoid implicit Windows prioritization.
  • Clarify which steps are OS-agnostic and which require adaptation, and offer guidance for Linux/macOS users.
  • For scripting tasks (e.g., Base64 encoding, JSON file creation), include Linux shell commands (e.g., base64, jq, echo) and editor instructions.
  • Review variable usage and syntax to ensure compatibility across platforms.
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Scan History

Date Scan Status Result
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