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
windows_first
powershell_heavy
Summary
The documentation presents both Azure CLI and Azure PowerShell examples for migrating Batch pools, but PowerShell (a Windows-centric tool) is given as the only alternative automation method after CLI, with no mention of Bash, Linux shell scripting, or cross-platform SDKs. The PowerShell section is detailed and includes validation steps, while Linux-native automation methods (e.g., Bash scripts, Python SDK) are absent. The ordering places PowerShell before the Azure portal UI method, reinforcing Windows-first patterns.
Recommendations
  • Add explicit Bash shell script examples for Azure CLI commands to demonstrate Linux usage (e.g., using environment variables, piping output, jq for JSON parsing).
  • Include Python SDK or REST API code snippets for pool migration and validation to provide cross-platform automation alternatives.
  • Mention that Azure CLI is cross-platform and can be used on Linux, macOS, and Windows, and provide links to installation guides for non-Windows platforms.
  • Reorder automation options so that CLI and Linux-native methods are presented before PowerShell, or group them together as cross-platform solutions.
  • Clarify that PowerShell Core is available on Linux/macOS, but provide usage notes or alternatives for users who prefer native Linux tools.
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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 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean