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 moderate Windows bias. Windows-based tools (SSMS, ADS) are mentioned and visually highlighted, while Linux/Mac examples are limited to command-line usage. The Windows connection example is presented after the Linux example, but graphical tools are only shown for Windows, with no Linux GUI alternatives or parity. There is also an assumption of Windows environments for AD integration and DNS setup, and no mention of Linux-specific troubleshooting or alternative tools.
Recommendations
  • Include screenshots or instructions for connecting from Azure Data Studio on Linux and Mac OS.
  • Mention and provide examples for Linux-native SQL clients that support Kerberos/AD authentication (e.g., DBeaver, SquirrelSQL).
  • Add troubleshooting notes for common Linux Kerberos/AD integration issues.
  • Clarify that SSMS is Windows-only and suggest cross-platform alternatives.
  • Provide parity in graphical connection instructions for Linux/Mac users, not just Windows users.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #395 in_progress Clean Clean
2026-02-17 00:00 #391 in_progress Clean Clean
2026-02-16 00:00 #387 in_progress Clean Clean
2026-02-15 00:00 #383 in_progress Clean Clean
2026-02-14 00:00 #379 in_progress Clean Clean
2026-02-13 00:00 #375 in_progress Clean Clean
2026-02-12 00:00 #371 in_progress Clean Clean
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Clean Clean
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets