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
powershell_heavy
windows_tools
Summary
The documentation exhibits a moderate Windows bias. In the connectivity testing section, the only VM example provided uses Windows 10, with RDP as the access method and a checkbox for Windows licensing. The instructions for testing SSH access start from a Windows command prompt, implicitly assuming a Windows environment. PowerShell is mentioned before Azure CLI in the cluster creation step, and no explicit Linux/macOS VM example or SSH client guidance is provided. There are no references to Linux tools, and the workflow for Linux users is not described.
Recommendations
  • Provide parallel examples for deploying a Linux VM (e.g., Ubuntu) in the client VNET, including SSH access instructions.
  • Show how to test Ambari and SSH access from a Linux/macOS terminal, including browser and SSH client usage.
  • List Azure CLI examples before or alongside PowerShell, and clarify that both Windows and Linux/macOS users can use the CLI.
  • Avoid assuming Windows-only workflows (e.g., RDP, Windows licensing) and mention alternatives for Linux/macOS users.
  • Add notes or sections highlighting cross-platform compatibility and any OS-specific considerations.
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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
2025-09-06 00:00 #103 completed 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

Flagged Code Snippets