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_tools
windows_first
missing_linux_example
Summary
The documentation page exhibits mild Windows bias. While the core Hive optimization content is platform-neutral, the 'Scale out worker nodes' section lists Windows-centric tools (Azure portal, Azure PowerShell) before mentioning the generic 'command-line interface' and does not specify or provide examples for Linux tools (such as Azure CLI or SSH). There are no explicit Linux command examples, and screenshots are of the Azure portal, which is platform-agnostic but often associated with Windows usage. No Linux-specific patterns or shell commands are demonstrated, and PowerShell is mentioned by name while Linux equivalents are not.
Recommendations
  • Explicitly mention and provide examples using Azure CLI for Linux users when discussing cluster scaling and management.
  • When listing tools, avoid Windows-first ordering; present Azure CLI and PowerShell together, or in alphabetical order.
  • Include sample commands for both PowerShell and Azure CLI (bash) when demonstrating cluster configuration or scaling.
  • Clarify that Azure portal is accessible from any OS and is not Windows-specific.
  • Add a note or section on using SSH for Hive query submission or cluster management from Linux environments.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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

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