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_tools
windows_only_example
Summary
The documentation page generally maintains cross-platform parity, especially in its examples, which are based on SSH and Linux commands. However, in the 'Access files from outside cluster' section, the list of Microsoft-provided tools includes Azure PowerShell as a Windows-only option, and AzCopy is noted as available for Windows and Linux but not OS X. No Linux-specific tools (e.g., native hadoop/hdfs CLI, sftp, or third-party Linux utilities) are mentioned, nor are there examples for Linux-specific workflows outside of the cluster context. The ordering of tools does not show explicit Windows-first bias, but the inclusion of Azure PowerShell as a Windows-only tool and lack of Linux alternatives in that row is a mild Windows bias.
Recommendations
  • Add examples or mention of Linux-native tools for accessing Azure Storage outside the cluster, such as sftp, curl, or third-party utilities.
  • Include notes or links to Linux equivalents for PowerShell workflows, such as using Azure CLI or REST API from bash.
  • Clarify that most examples are Linux-based and provide parity by offering any Windows-specific command-line examples (e.g., PowerShell, CMD) where relevant.
  • Consider reordering or grouping tools by platform support rather than listing Windows-only tools in the same table as cross-platform tools.
  • Explicitly state that the main workflow examples (SSH, hdfs dfs, Hive) are Linux-based, and provide guidance for Windows users if needed.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets