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
missing_linux_example
windows_tools
windows_first
Summary
The documentation page demonstrates bias toward Windows environments by exclusively referencing Azure SQL Database (a Microsoft/Windows-centric technology) as the only supported external Ambari database, omitting any mention of Linux-native or open-source database alternatives (such as PostgreSQL or MySQL). All SQL examples use T-SQL syntax specific to Azure SQL/SQL Server, and there are no examples or guidance for Linux-based database management or tooling. The deployment instructions focus on Azure CLI (cross-platform), but the overall pattern and requirements are tightly coupled to Windows-centric tools and services.
Recommendations
  • Add guidance and examples for using open-source, Linux-native databases (e.g., PostgreSQL, MySQL) as external Ambari DBs, if supported.
  • If only Azure SQL Database is supported, explicitly state this limitation and provide rationale.
  • Include Linux-native command-line examples for database setup and management (e.g., using psql or mysql CLI tools) if/when support is added.
  • Mention and provide parity for Linux-based firewall and networking configuration steps, not just Azure Portal/Windows-centric instructions.
  • Ensure that any SQL code samples are clearly marked as T-SQL/Azure SQL-specific, and provide alternatives if other databases are supported.
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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 Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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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