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_tools
windows_first
Summary
The documentation page demonstrates a mild Windows bias by mentioning PowerShell scripting and Azure Automation as the primary examples for cluster lifecycle management. These Windows-centric tools are referenced before any Linux alternatives, and no Linux-native scripting or automation examples (such as Bash scripts or cron jobs) are provided. The screenshots and portal instructions are platform-neutral, but the scripting/automation guidance leans toward Windows users.
Recommendations
  • Include examples of using Bash scripts for provisioning and deleting clusters, alongside PowerShell.
  • Mention Linux-native automation tools such as cron or systemd timers for scheduling cluster operations.
  • Explicitly state that both Windows and Linux users can automate cluster management, and provide parity in example scripts.
  • Where PowerShell is referenced, add equivalent CLI or Bash commands for Linux users.
  • Review other sections for subtle platform assumptions and clarify where steps are platform-agnostic.
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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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased