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 provides both Azure CLI and Azure PowerShell examples for migrating Batch low-priority VMs to Spot VMs. However, PowerShell (a Windows-centric tool) is given as the only alternative automation method after CLI, with no mention of Linux-native scripting alternatives (e.g., Bash, shell scripts) or cross-platform SDK code samples. The CLI examples are cross-platform, but PowerShell is highlighted as the main alternative, and there are no Linux-specific troubleshooting or validation examples. The documentation does not mention Linux tools or patterns beyond the use of Ubuntu images in pool configuration.
Recommendations
  • Add explicit Bash/shell script examples for automation on Linux, especially for validation and troubleshooting steps.
  • Clarify that Azure CLI is cross-platform and can be used on both Windows and Linux.
  • Include examples using SDKs (Python, .NET, etc.) for pool creation and migration to provide parity for Linux and macOS users.
  • Mention Linux-native tools (e.g., jq for JSON parsing) in validation and troubleshooting sections.
  • If PowerShell is mentioned, also mention PowerShell Core (pwsh) is available cross-platform, or provide equivalent Bash commands.
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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