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 Windows bias primarily through the exclusive use of PowerShell examples (specifically the AZ module) for cluster configuration and bootstrap customization. There are no equivalent Linux shell (bash/CLI) or cross-platform examples provided for these operations. The documentation references Windows-centric tools and patterns before mentioning Linux alternatives, and does not provide parity for Linux users in key configuration sections.
Recommendations
  • Provide equivalent examples using Azure CLI (az hdinsight ...) and Bash scripts for cluster configuration and bootstrap customization.
  • Include instructions for performing the same operations from a Linux or macOS environment, not just PowerShell.
  • When referencing tools or automation, mention cross-platform options first or alongside Windows tools (e.g., Azure CLI, REST API, Bash).
  • Add explicit Linux shell examples for customizing HDInsight configs and running script actions.
  • Review all code samples and ensure both Windows and Linux workflows are covered equally.
GitHub Create Pull Request

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 Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets