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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows authentication and Windows-specific tools (such as SQL Server Management Studio and SQL Server Configuration Manager) in connection setup and troubleshooting sections. Windows authentication is described in detail and given equal prominence to SQL authentication, despite being less relevant for Linux environments. Troubleshooting steps and tool references are exclusively Windows-centric, with no mention of Linux equivalents or cross-platform alternatives. There are no examples or guidance for connecting to SQL Server from Linux, nor instructions for configuring SQL Server on Linux or using Linux-native tools.
Recommendations
  • Add explicit instructions and examples for connecting to SQL Server from Linux environments, including authentication options and connection string formats.
  • Include troubleshooting steps and tool references for SQL Server on Linux, such as using sqlcmd, systemctl, or configuration files instead of Windows-only tools.
  • Mention Linux authentication patterns (e.g., Kerberos, integrated authentication via GSSAPI) where applicable, and clarify Windows authentication limitations on Linux.
  • Provide parity in examples and screenshots, showing both Windows and Linux workflows for common tasks (e.g., enabling remote connections, configuring firewalls, checking TCP/IP settings).
  • Clearly indicate which features and instructions are Windows-only, and offer Linux alternatives or note their absence.
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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
2025-09-08 00:00 #105 completed 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 Biased Biased

Flagged Code Snippets