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_first
Summary
The documentation page is generally cross-platform and references Azure Arc-enabled data services, which run on Kubernetes and are managed via Azure CLI and Azure Data Studio (both cross-platform). However, there is evidence of Windows bias in the 'Arc-enabled SQL Server' billing data JSON example, where 'osType' is set to 'Windows', 'manufacturer' is 'Microsoft', and 'model' is 'Hyper-V'. There are no explicit Linux/macOS examples or references to Linux-specific environments, and the only OS-specific example is Windows. Additionally, SQL Server is a product historically associated with Windows, and no parity is shown for Linux deployments or examples, even though SQL Server is available on Linux. The order of presentation also puts Windows-centric examples first.
Recommendations
  • Add explicit Linux/macOS examples in the billing data section, e.g., show 'osType': 'Linux', 'manufacturer': 'Dell', 'model': 'PowerEdge', etc.
  • Clarify that SQL Server can run on Linux and provide example JSON payloads for Linux-based deployments.
  • Where OS-specific properties are shown, provide a table or section describing possible values for both Windows and Linux environments.
  • Ensure that any references to tools (Azure CLI, Azure Data Studio) highlight their cross-platform nature and provide links to installation instructions for Linux/macOS.
  • If PowerShell or Windows tools are referenced elsewhere, add Bash or Linux shell equivalents.
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Scan History

Date Scan Status Result
2026-03-10 00:00 #475 in_progress Clean Clean
2026-03-09 00:00 #471 in_progress Clean Clean
2026-03-08 00:00 #467 in_progress Clean Clean
2026-03-07 00:00 #463 in_progress Clean Clean
2026-03-06 00:00 #459 in_progress Clean Clean
2026-03-05 00:00 #455 in_progress Clean Clean
2026-03-04 00:00 #451 in_progress Clean Clean
2026-03-03 00:00 #447 in_progress Clean Clean
2026-03-02 00:00 #443 in_progress Clean Clean
2026-03-01 00:00 #439 in_progress Biased Biased
2026-02-28 00:00 #435 in_progress Clean Clean
2026-02-27 00:00 #431 in_progress Clean Clean
2026-02-26 00:00 #427 in_progress Clean Clean
2026-02-25 00:00 #423 in_progress Clean Clean
2026-02-23 00:00 #415 in_progress Clean Clean
2026-02-22 00:00 #411 in_progress Clean Clean
2026-02-21 00:00 #407 in_progress Clean Clean
2026-02-20 00:00 #403 in_progress Clean Clean
2026-02-19 00:00 #399 in_progress Clean Clean
2026-02-18 00:00 #395 in_progress Clean Clean
2026-02-17 00:00 #391 in_progress Clean Clean
2026-02-16 00:00 #387 in_progress Clean Clean
2026-02-15 00:00 #383 in_progress Clean Clean
2026-02-14 00:00 #379 in_progress Clean Clean
2026-02-13 00:00 #375 in_progress Clean Clean
2026-02-12 00:00 #371 in_progress Clean Clean
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Clean Clean
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

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