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
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page exhibits mild Windows bias. It references Windows-specific tools (AzCopy, PowerShell), and mentions the Windows Azure Storage Blob (WASB) driver before its successor (ABFS), without providing equivalent Linux or cross-platform examples. References to SDKs, PowerShell, and Azure CLI are grouped together, but PowerShell is listed first, and there are no explicit Linux shell or scripting examples. The documentation does not provide parity in examples or tool recommendations for Linux users.
Recommendations
  • Provide explicit Linux shell (bash) and scripting examples alongside PowerShell commands.
  • Mention Linux-friendly tools (such as Azure CLI, SDKs for Python, Java, etc.) before or alongside Windows tools.
  • Clarify that AzCopy and Azure CLI are cross-platform, and provide usage examples for both Windows and Linux environments.
  • Reference the WASB driver as 'legacy' and highlight ABFS as the recommended cross-platform solution, with configuration examples for Linux-based Hadoop clusters.
  • Include links to documentation or guides for Linux users performing upgrades and managing Data Lake Storage.
  • Avoid listing PowerShell before CLI or SDKs unless contextually relevant; strive for neutral ordering.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-08-19 00:01 #85 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased