Document Details
Fusion
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
powershell_heavy
windows_tools
windows_first
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific tools and technologies (such as PowerShell, Windows events, and Windows malware families) without providing equivalent Linux examples or mentioning Linux-specific attack patterns. PowerShell is highlighted in multiple detection scenarios, and Windows alerts are used as illustrative examples. There is no mention of Linux-based threats, tools, or detection patterns, nor are Linux command-line or log sources referenced.
Recommendations
- Include detection scenarios and examples that reference Linux-based attacks, such as suspicious Bash or shell activity, Linux-specific malware, or Linux log sources (e.g., syslog, auditd).
- Provide examples of multistage attacks that involve Linux endpoints or mixed-OS environments.
- Balance the use of Windows-specific tools (like PowerShell and Windows Event Logs) with Linux equivalents (such as Bash, systemd, or Linux audit logs).
- Add references to Linux security solutions (e.g., Microsoft Defender for Endpoint on Linux, or integration with Linux EDR tools) where appropriate.
- Ensure that tables and illustrative examples include both Windows and Linux alerts/incidents to demonstrate parity.
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Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
|
| 2026-01-13 00:00 | #246 | completed |
Biased
|
| 2026-01-11 00:00 | #240 | completed |
Biased
|
| 2026-01-10 00:00 | #237 | completed |
Biased
|
| 2026-01-09 00:34 | #234 | completed |
Biased
|
| 2026-01-08 00:53 | #231 | completed |
Biased
|
| 2026-01-06 18:15 | #225 | cancelled |
 Clean
|
| 2025-08-17 00:01 | #83 | cancelled |
Clean
|
| 2025-07-13 21:37 | #48 | completed |
Biased
|
| 2025-07-12 23:44 | #41 | cancelled |
Biased
|