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
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows-centric tools (SQL Server Management Studio, Azure Data Studio) and workflows, mentioning them before Linux alternatives. There is a lack of explicit Linux client examples and no mention of Linux-native SQL tools (e.g., DBeaver, SquirrelSQL, or command-line utilities beyond sqlcmd). The special instructions for Azure VM networking and NSG configuration are presented using Azure CLI, which is cross-platform, but the overall workflow assumes familiarity with Windows environments and tools. Linux connection patterns and troubleshooting are not covered.
Recommendations
  • Include explicit examples for connecting from Linux-based SQL clients (e.g., DBeaver, SquirrelSQL, isql).
  • Provide step-by-step instructions for Linux users, including installation and usage of sqlcmd on Linux.
  • Mention Linux-native alternatives to SQL Server Management Studio and Azure Data Studio.
  • Add troubleshooting tips for Linux networking and firewall configuration, such as using iptables or ufw.
  • Ensure that all connection examples are shown for both Windows and Linux environments, with clear distinctions where necessary.
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Scan History

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