Bias Analysis
Detected Bias Types
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias in several ways: PowerShell scripts are presented as the primary method for custom log ingestion and API usage, with no Linux shell or cross-platform alternatives shown. The SIEM data migration accelerator deploys a Windows VM and downloads Windows-centric tools, with no mention of Linux-based automation or VMs. Examples and instructions often reference Windows tools or patterns first, and Linux alternatives are either omitted or mentioned only in passing (e.g., Logstash and AzCopy are noted as cross-platform, but no Linux-specific usage is described).
Recommendations
- Provide equivalent Linux shell (bash) examples alongside PowerShell scripts for custom log ingestion and API usage.
- Explicitly describe how to use ingestion tools (e.g., AzCopy, Logstash) on Linux, including installation and command-line usage.
- Offer guidance for deploying the SIEM data migration accelerator on Linux VMs, or provide a Linux-compatible version.
- List cross-platform tools and usage patterns before or alongside Windows-specific ones, ensuring parity in documentation structure.
- Include references to Linux-native automation (e.g., cron jobs, shell scripts) for data migration tasks.
- Clarify which tools are cross-platform and provide links to Linux/macOS documentation where available.
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