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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a strong Windows bias. PowerShell is presented as the primary scripting interface for variable management, with extensive examples and cmdlet tables. Windows-specific tools and terminology (e.g., 'Windows PowerShell', 'Windows Hybrid Runbook Worker') are used throughout, and there is no mention of Linux shell (bash, sh) or CLI equivalents for variable management. The Python examples are provided, but only in the context of runbooks, not for general variable management from a Linux environment. No Linux-native scripting or command-line examples are given.
Recommendations
  • Add examples for managing variables using Azure CLI commands, which are cross-platform and commonly used in Linux environments.
  • Include bash or shell script examples for interacting with Azure Automation variables, possibly via REST API or Azure CLI.
  • Explicitly mention Linux support and patterns for variable management, including how to use runbooks or automation from Linux-based Hybrid Runbook Workers.
  • Reorder sections so that cross-platform tools (e.g., Azure CLI, REST API) are presented before or alongside PowerShell examples.
  • Clarify which features and cmdlets are available on Linux and which are Windows-only, to help users choose appropriate tooling.
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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

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