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

Bias Types:
⚠️ windows_first
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation demonstrates a moderate Windows bias. Azure-specific tools and patterns (such as Azure AD, RBAC, and SMB/NTLMSSP) are emphasized, and Windows-centric protocols (SMB) and tools (AzCopy) are mentioned before or more prominently than their Linux equivalents. While Linux/NFS examples are present, there is a lack of parity in command-line examples for Linux tools (e.g., rsync is only briefly mentioned in best practices, not in detailed steps or examples), and Windows/SMB mounting is described in more detail. There are no PowerShell-specific examples, but the overall focus is on Azure-native and Windows-friendly approaches.
Recommendations:
  • Provide Linux-native command-line examples (e.g., rsync, scp, or Linux AzCopy usage) alongside or before Windows/Azure tools.
  • When describing mounting procedures, offer both Linux and Windows client instructions (e.g., show how to mount Azure Files on Windows using PowerShell or 'net use', and on Linux using 'mount -t cifs').
  • Include explicit Linux authentication and access control guidance (e.g., using Linux PAM, Kerberos, or LDAP with Azure AD integration) to balance the focus on Azure AD/RBAC.
  • Mention open-source or cross-platform alternatives to Azure Data Factory and AzCopy, such as Apache NiFi, rclone, or native Linux scripting.
  • Ensure that Linux/NFS and Windows/SMB examples are given equal prominence and detail in all setup and deployment sections.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ✅ Clean
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased

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