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
missing_linux_example
Summary
The documentation page focuses on Azure Arc-enabled data services data collection and reporting. While it is generally platform-neutral, there are subtle signs of Windows bias. For example, in the billing data section for Arc-enabled SQL Server, the JSON example includes 'osType': 'Windows', 'manufacturer': 'Microsoft', and 'model': 'Hyper-V', with no equivalent Linux example. There are no explicit Linux or macOS examples, nor are Linux-specific tools or patterns mentioned. The documentation does not provide parity for Linux environments in its examples or descriptions, which may create friction for non-Windows users.
Recommendations
  • Include Linux-based examples in the billing data section, such as 'osType': 'Linux', and common Linux VM models.
  • Add notes or examples for Linux/macOS environments wherever platform-specific properties are shown.
  • Clarify that the data collection and reporting process applies equally to Linux-based SQL Server instances, if applicable.
  • Mention Linux-compatible tools or commands (e.g., Bash, shell scripts) alongside Azure CLI and Kubernetes references.
  • Ensure that all JSON examples reflect both Windows and Linux scenarios where relevant.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #238 in_progress Clean Clean
2026-02-11 00:00 #234 in_progress Clean Clean
2026-02-10 00:00 #230 completed Biased Biased
2026-01-13 06:17 #108 completed Biased Biased
2026-01-12 00:00 #100 completed Biased Biased
2026-01-10 00:00 #93 completed Clean Clean
2026-01-06 22:28 #79 completed Clean Clean

Flagged Code Snippets