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 documentation page demonstrates a notable bias toward Windows/PowerShell environments. Most examples, code snippets, and workflows are centered around PowerShell and PowerShell Workflow runbooks, with detailed explanations and screenshots. The process for passing parameters, especially from local machines, is exclusively described using PowerShell commands, with no equivalent CLI or Linux/macOS shell examples. SDK and REST API sections are platform-neutral, but the practical, step-by-step guidance for local execution is Windows/PowerShell-centric. Python runbooks are mentioned, but only briefly and without concrete parameter-passing examples from Linux/macOS environments.
Recommendations
  • Add equivalent examples for starting runbooks and passing parameters using Azure CLI (az automation runbook start) and Bash scripts, suitable for Linux/macOS users.
  • Include instructions for preparing and passing JSON objects to runbooks using Azure CLI or REST API from non-Windows platforms.
  • Provide sample workflows for Python runbooks, including parameter passing from Linux/macOS terminals.
  • Clarify that PowerShell examples are cross-platform where applicable (e.g., PowerShell Core/7+), or explicitly note Windows-only limitations.
  • Reorder or balance examples so that PowerShell and non-PowerShell approaches are presented with equal prominence.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #398 in_progress Biased Biased
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress Biased Biased
2026-02-13 00:00 #374 in_progress Biased Biased
2026-02-12 00:00 #370 in_progress Biased Biased
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Biased Biased
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 completed Biased Biased
2026-02-03 00:00 #334 completed Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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 Biased Biased
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets