Databox Online

209
Total Pages
71
Linux-Friendly Pages
138
Pages with Bias
66.0%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

890 issues found
Showing 501-525 of 890 flagged pages
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-manage-storage-accounts.md ...online/azure-stack-edge-gpu-manage-storage-accounts.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by referencing Azure PowerShell as the method for managing local storage accounts, without mentioning or providing equivalent instructions for Linux users (e.g., Azure CLI or Bash). The prerequisite to configure the client via Azure PowerShell further centers Windows tooling, and there are no Linux-specific examples or alternatives provided.
Recommendations
  • Include Azure CLI (cross-platform) instructions alongside or instead of Azure PowerShell, especially for tasks like adding local storage accounts and configuring clients.
  • Explicitly mention that Azure CLI can be used from Linux, macOS, and Windows, and provide example commands.
  • If certain features are only available via PowerShell, clearly state this limitation and provide workarounds or alternatives for Linux users where possible.
  • Add a section or callout for Linux/macOS users, ensuring parity in management tasks and tooling.
  • Review all referenced scripts and procedures to ensure they are not Windows-specific unless absolutely necessary, and provide Bash or shell equivalents where appropriate.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-virtual-machine-overview.md ...nline/azure-stack-edge-gpu-virtual-machine-overview.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by prioritizing PowerShell and Windows-specific tools and workflows. PowerShell is mentioned repeatedly as a primary management interface, and the password reset extension is described as being used via PowerShell. In the VM image preparation section, Windows image preparation is listed first and in more detail, while Linux-specific preparation is not directly referenced. There are more explicit links and instructions for Windows workflows, and Linux examples are less prominent or missing. The overall structure and tool recommendations favor Windows environments.
Recommendations
  • Include equivalent Linux CLI (bash) examples and workflows alongside or before PowerShell examples.
  • Provide explicit links and instructions for preparing Linux VM images, not just Windows.
  • Mention and document Linux-native tools (e.g., SSH, cloud-init) for VM management and configuration.
  • Ensure that extension documentation (such as password reset) covers both Windows and Linux scenarios equally.
  • Balance the order of presentation so that Linux and Windows are treated with parity in all sections.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-monitor-kubernetes-dashboard.md ...e/azure-stack-edge-gpu-monitor-kubernetes-dashboard.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by providing instructions and file paths specific to Windows (e.g., editing C:\Windows\System32\Drivers\etc\hosts), referencing Windows certificate installation steps and screenshots, and omitting equivalent instructions or examples for Linux or macOS clients. There are no Linux-specific paths, commands, or guidance for certificate import or hosts file editing, making it less accessible for users on non-Windows platforms.
Recommendations
  • Add parallel instructions for Linux and macOS clients, including how to edit /etc/hosts and import certificates using system tools (e.g., update-ca-certificates, certutil, or browser-specific steps).
  • Include Linux/macOS command-line examples and screenshots where appropriate, such as using nano/vim for hosts file editing or certificate management GUIs.
  • Clearly indicate when a step is platform-specific and provide alternatives for other operating systems.
  • Review all file paths and UI references to ensure they are either cross-platform or have platform-specific variants.
  • Consider adding a section or callout at the beginning noting supported client OSes and linking to relevant platform-specific instructions.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-mini-r-deploy-configure-certificates-vpn-encryption.md ...ge-mini-r-deploy-configure-certificates-vpn-encryption.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by referencing PowerShell for VPN configuration, mentioning BitLocker (a Windows-specific encryption tool), and not providing equivalent Linux command-line or tooling examples. All scripting and automation references are Windows-centric, and there are no instructions or guidance for Linux or cross-platform users.
Recommendations
  • Provide Linux command-line examples (e.g., using OpenSSL for certificate generation, or Linux VPN configuration steps) alongside or in place of PowerShell instructions.
  • Mention and document Linux-compatible encryption solutions (such as LUKS/dm-crypt) where BitLocker is referenced, or clarify if BitLocker is required due to hardware/firmware constraints.
  • When linking to automation or scripting guides (such as VPN configuration), include Bash or cross-platform Azure CLI examples, not just PowerShell.
  • Explicitly state platform requirements and, if Windows-only tools are required, offer workarounds or alternatives for Linux/Mac users.
  • Add a section or callout for Linux users, summarizing any differences or additional steps needed for non-Windows environments.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-manage-access-power-connectivity-mode.md ...e-stack-edge-gpu-manage-access-power-connectivity-mode.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page exhibits a Windows bias by exclusively referencing PowerShell for command-line operations, mentioning BitLocker (a Windows encryption tool), and providing no Linux or cross-platform command-line examples. Remote access is described only in terms of PowerShell sessions, and all CLI instructions use PowerShell syntax. There is no mention of Linux shells, tools, or alternative workflows for non-Windows users.
Recommendations
  • Provide equivalent Linux/Bash command examples for resource provider registration and other Azure CLI operations (e.g., using 'az' CLI).
  • Mention and document how to access the device remotely from Linux/macOS systems, including SSH or cross-platform PowerShell Core if supported.
  • Clarify whether BitLocker is the only supported encryption technology, and if so, note the limitation; if not, document Linux-compatible alternatives.
  • When referencing tools or workflows, present cross-platform options or explicitly state platform limitations.
  • Add notes or sections for Linux/macOS users where workflows or tools differ, ensuring parity in instructions and troubleshooting.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-enable-azure-monitor.md ...ox-online/azure-stack-edge-gpu-enable-azure-monitor.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by exclusively providing PowerShell-based instructions and cmdlets for configuring Azure Monitor on the Azure Stack Edge Pro GPU device. There are no equivalent Bash, Linux shell, or cross-platform CLI examples for key configuration steps. The only interactive shell output shown is PowerShell, and the user is explicitly directed to connect to the device via PowerShell, with no mention of Linux or Bash alternatives.
Recommendations
  • Provide equivalent Bash or Azure CLI examples for all PowerShell cmdlets and configuration steps, especially for Linux/macOS users.
  • Clarify whether the device can be managed via SSH or Bash, and if so, include those instructions alongside PowerShell.
  • If certain steps are Windows-only, explicitly state this and offer alternative guidance for Linux users where possible.
  • Include screenshots or terminal output from both Windows (PowerShell) and Linux (Bash) environments to ensure parity.
  • Review all references to shell environments and tools to ensure they are inclusive of both Windows and Linux users.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-troubleshoot-iot-edge.md ...x-online/azure-stack-edge-gpu-troubleshoot-iot-edge.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page focuses on troubleshooting IoT Edge issues on Azure Stack Edge Pro GPU devices, but it demonstrates a Windows bias. The 'Next steps' section specifically references debugging via the PowerShell interface, and there are no explicit Linux or cross-platform command examples or troubleshooting steps. The documentation appears to assume a Windows environment, omitting Linux equivalents or guidance.
Recommendations
  • Include Linux-based troubleshooting steps and examples alongside or before Windows/PowerShell instructions.
  • Reference cross-platform tools (e.g., Bash, SSH, Linux command-line utilities) where applicable.
  • Ensure that links and included content provide parity for both Windows and Linux users.
  • Explicitly state if certain steps are Windows-only, and provide alternatives for Linux environments.
  • Add a section or note clarifying platform support and any differences in troubleshooting procedures.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-manage-certificates.md ...box-online/azure-stack-edge-gpu-manage-certificates.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a strong Windows bias. All certificate import instructions and screenshots are exclusively for Windows, with no mention of Linux or macOS equivalents. The only installation guidance for openssl is via Chocolatey and PowerShell, and all command-line examples are shown in a Windows/PowerShell context. There are no examples or instructions for certificate management on Linux clients, nor are Linux tools or workflows mentioned.
Recommendations
  • Add parallel instructions and screenshots for importing certificates on Linux (e.g., using 'update-ca-certificates', 'certutil', or 'openssl' commands).
  • Provide openssl installation instructions for Linux (e.g., 'apt install openssl' for Debian/Ubuntu, 'yum install openssl' for RHEL/CentOS, etc.), and mention macOS (e.g., 'brew install openssl').
  • Include Linux/macOS command-line examples for certificate creation and management, and show terminal output from those platforms.
  • Generalize language to refer to 'client systems' rather than only 'Windows clients', and clarify which steps are platform-specific.
  • Ensure that references to certificate stores (e.g., 'Personal store', 'Trusted Root Certificate Authorities') are mapped to Linux/macOS equivalents or explain how to achieve similar trust configuration.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-j-series-deploy-configure-compute.md ...https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-j-series-deploy-configure-compute.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates subtle Windows bias by referencing Windows tools and workflows (e.g., File Explorer, Storage Explorer) as the default for interacting with shares and viewing data, without providing equivalent Linux instructions or examples. While there is a mention of rsync for NFS shares (a Linux/Unix tool), the majority of user interaction steps (such as connecting to shares and verifying data movement) assume a Windows environment. There are no explicit Linux file manager or CLI examples for these tasks.
Recommendations
  • Provide explicit Linux examples for connecting to SMB/NFS shares (e.g., using the mount command, Nautilus, or Dolphin file managers).
  • When referencing File Explorer, also mention common Linux alternatives (e.g., 'In File Explorer (Windows) or your Linux file manager...').
  • For Storage Explorer, clarify if there is a Linux version or suggest az CLI/portal alternatives for Linux users.
  • Where possible, provide CLI commands for both Windows (e.g., net use) and Linux (e.g., mount, smbclient) to ensure parity.
  • Review screenshots and UI instructions to ensure they are not exclusively Windows-centric, or provide Linux equivalents where relevant.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-modify-fpga-modules-gpu.md ...online/azure-stack-edge-gpu-modify-fpga-modules-gpu.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates a moderate Windows bias. While the main focus is on Linux-based IoT Edge deployments (with a strong recommendation to use Linux VMs), the only explicit command-line interface mentioned for device interaction is PowerShell. The documentation refers users to 'Connect to the PowerShell interface of the device' and provides no equivalent Linux shell/CLI instructions. Additionally, the use of SMB shares as a primary example for storage may be more familiar to Windows users, and the order of presenting PowerShell before any Linux alternatives (which are missing) indicates a 'windows_first' pattern.
Recommendations
  • Provide equivalent Linux shell (bash) commands for managing and querying IoT Edge modules, alongside PowerShell instructions.
  • Mention and demonstrate the use of Linux-native tools (e.g., SSH, Linux CLI utilities) for device management and module monitoring.
  • Include NFS-based storage examples and clarify SMB/NFS parity for both Windows and Linux users.
  • When referencing device interfaces, present Linux and Windows options in parallel, or default to Linux-first given the recommendation to use Linux VMs.
  • Add explicit instructions or links for Linux users to perform common tasks (e.g., listing modules, checking IP addresses) without requiring PowerShell.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-mini-r-deploy-configure-network-compute-web-proxy.md ...edge-mini-r-deploy-configure-network-compute-web-proxy.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a Windows bias primarily in the 'Enable compute network' section, where it references the use of the PowerShell cmdlet `Set-HcsKubeClusterNetworkInfo` for changing Kubernetes subnets. There is no mention of Linux or cross-platform alternatives for this operation, nor are there examples or instructions for Linux users. The documentation assumes access to a PowerShell interface, which is a Windows-centric tool, and does not provide parity for Linux environments. No Linux command-line equivalents or guidance are offered throughout the page.
Recommendations
  • Provide Linux-compatible instructions or clarify if the device's management interface is accessible from Linux systems (e.g., via SSH or a web UI).
  • If PowerShell is required, mention whether PowerShell Core (cross-platform) can be used, and provide installation guidance for Linux users.
  • Offer equivalent Linux shell commands or scripts for any device management tasks that can be performed outside the web UI.
  • Explicitly state platform requirements and, where possible, ensure that all administrative actions can be performed from both Windows and Linux environments.
  • Include screenshots or examples from Linux environments if the device supports cross-platform management.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-2-deploy-set-up-device-update-time.md ...zure-stack-edge-pro-2-deploy-set-up-device-update-time.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by exclusively referencing Windows-centric tools and defaults (e.g., Windows Server Update Services, time.windows.com as the default NTP server), and does not mention or provide examples for Linux equivalents or alternatives. No Linux-oriented update or time server options are discussed, and the documentation assumes a Windows-centric environment for device integration.
Recommendations
  • Include examples or references for using Linux-based update servers (such as apt-mirror, Spacewalk, or other Linux patch management solutions) where applicable.
  • Mention and provide examples of using public or enterprise NTP servers commonly used in Linux environments (e.g., pool.ntp.org) as alternatives to time.windows.com.
  • Clarify that WSUS is a Windows-specific solution and suggest Linux-compatible update server options for heterogeneous environments.
  • Add guidance or notes for administrators managing devices from Linux systems, including any relevant interoperability considerations.
  • Ensure that screenshots and instructions do not assume only Windows infrastructure, and highlight cross-platform compatibility where possible.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-2-deploy-checklist.md ...abox-online/azure-stack-edge-pro-2-deploy-checklist.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific tools (WSUS, Windows Update server) as defaults for update management, and does not mention or provide Linux equivalents or alternatives. There are no Linux-specific instructions or examples, and the documentation assumes a Windows-centric environment for certain features (e.g., update server configuration).
Recommendations
  • Include references to Linux-compatible update mechanisms or clarify how updates can be managed in non-Windows environments.
  • Provide examples or guidance for Linux users, such as how to configure NTP, static IP, or proxy settings using Linux tools.
  • Mention cross-platform alternatives where possible (e.g., using open-source update servers, or clarifying that WSUS is optional and what Linux users should do).
  • Avoid assuming Windows as the default environment; explicitly state support for both Windows and Linux clients where applicable.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-stateful-application-dynamic-provision-kubernetes.md ...ploy-stateful-application-dynamic-provision-kubernetes.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a strong Windows bias. It explicitly assumes a Windows client, provides all command-line examples in Windows PowerShell format (including drive letters and backslashes), and references Windows-specific tools and paths. There are no Linux or macOS command-line examples, nor are there instructions or notes for users on non-Windows systems. The prerequisites and procedural steps are written from a Windows perspective, with only a brief mention that other operating systems are supported, but without any concrete guidance or examples.
Recommendations
  • Provide parallel Linux/macOS command-line examples for all kubectl commands, using standard POSIX shell syntax and file paths (e.g., /home/user/.kube).
  • Include instructions for installing kubectl and managing kubeconfig on Linux/macOS clients.
  • Replace or supplement Windows PowerShell-specific commands and output with bash/zsh equivalents.
  • Explicitly state in the prerequisites and throughout the guide that the procedure is applicable to Linux/macOS clients, and link to relevant OS-specific setup guides.
  • Where file paths are referenced (e.g., saving YAML files), show both Windows and Linux/macOS path formats.
  • If any steps are different for Linux/macOS (such as permissions or environment setup), provide those details.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-2-deploy-configure-certificates.md ...tps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-2-deploy-configure-certificates.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a Windows bias by referencing Windows-specific tools and workflows (such as Azure PowerShell and Windows Server Update Services), showing screenshots of Windows File Explorer, and omitting explicit Linux or cross-platform certificate management examples. There are no instructions or examples for Linux users on how to generate, convert, or install certificates, nor are Linux-native tools mentioned.
Recommendations
  • Add Linux-specific instructions and examples for generating, converting, and installing certificates (e.g., using OpenSSL, Linux command line, or relevant Linux tools).
  • Include screenshots or descriptions of certificate handling on Linux systems, such as using Nautilus or the terminal, alongside Windows File Explorer.
  • Mention and provide parity for Linux equivalents of Windows tools (e.g., instead of only Azure PowerShell, reference Azure CLI and OpenSSL).
  • Avoid referencing Windows-specific services (like WSUS) without also mentioning Linux alternatives or clarifying their relevance.
  • Ensure that all steps involving certificate management, download, and installation are documented for both Windows and Linux clients.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-r-deploy-checklist.md ...abox-online/azure-stack-edge-pro-r-deploy-checklist.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific tools (e.g., WSUS, Windows Update server) and omitting Linux equivalents or alternatives. There are no examples or instructions for Linux environments, and Windows patterns are mentioned exclusively or first (e.g., update server defaults to Windows Update, no mention of Linux package update mirrors or tools). The absence of Linux-specific guidance for network readiness, device connection, and update management further highlights the bias.
Recommendations
  • Include instructions for configuring Linux-based update servers (e.g., apt/yum mirrors) as alternatives to WSUS/Windows Update.
  • Provide examples or notes for performing device network readiness checks from Linux or macOS systems, not just Windows.
  • Mention cross-platform tools or provide parity in examples for both Windows and Linux environments (e.g., how to change IPv4 settings on Linux laptops).
  • Clarify that device management and configuration can be performed from non-Windows systems, if supported, and provide relevant steps.
  • Reference Linux-compatible certificate management and VPN setup tools where applicable.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-2-system-requirements.md ...x-online/azure-stack-edge-pro-2-system-requirements.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. The only explicit command-line example is a PowerShell cmdlet (`Set-HcsMacAddressPool`), with no equivalent Linux command or guidance. The reference to 'PowerShell interface of the device' assumes familiarity with Windows tooling, and there are no Linux CLI or shell examples provided. While some sections mention Linux (e.g., Log Analytics agent for Linux), practical instructions and examples are Windows-centric.
Recommendations
  • Provide equivalent Linux shell (bash) commands or instructions wherever PowerShell cmdlets are mentioned, or clarify if the device interface is only accessible via PowerShell.
  • If the device supports SSH or Linux-based management, include examples and guidance for Linux users.
  • Balance references to Windows tools with Linux alternatives, ensuring both platforms are equally represented in practical steps.
  • Explicitly state platform limitations if certain management actions are only possible from Windows.
  • Review all included content (e.g., referenced INCLUDES) to ensure Linux parity in examples and tool recommendations.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-2-deploy-configure-network-compute-web-proxy.md ...-edge-pro-2-deploy-configure-network-compute-web-proxy.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Powershell Heavy
Summary
The documentation page shows a moderate Windows bias. It references Windows-specific technologies and documentation (such as NIC Teaming on Windows Server, Failover Clustering, and PowerShell), and links to Windows-centric resources before or instead of cross-platform or Linux alternatives. PowerShell is mentioned as the CLI method for certain tasks, with no mention of Linux shell equivalents. There are no explicit Linux command-line examples or references to Linux-native tools for network configuration or clustering.
Recommendations
  • Provide equivalent Linux shell (bash) or cross-platform CLI instructions alongside PowerShell references, especially for tasks like changing Kubernetes workload profiles.
  • When referencing clustering or network teaming, include links to Linux-based solutions (e.g., Linux bonding, Pacemaker/Corosync for clustering) or clarify if only Windows Server is supported.
  • Avoid linking exclusively to Windows Server documentation for concepts like NIC Teaming and Failover Clustering; instead, explain the underlying concepts in a platform-neutral way or provide Linux alternatives where possible.
  • Explicitly state platform requirements and limitations (e.g., if only Windows-based clustering is supported, clarify this up front).
  • Add Linux-specific troubleshooting tips or references for network configuration and validation, if the device or environment supports Linux management.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-troubleshoot.md ...es/databox-online/azure-stack-edge-gpu-troubleshoot.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Missing Linux Example Windows First
Summary
The documentation demonstrates a Windows bias by referencing Windows-specific tools (e.g., Windows PowerShell, Windows Firewall logs, Bitlocker), providing log examples and instructions that are Windows-centric, and omitting Linux equivalents or examples. There are no instructions or examples for Linux-based workflows, and all command-line references assume a Windows environment.
Recommendations
  • Provide equivalent Linux command-line instructions (e.g., using Bash or SSH) for collecting logs and running diagnostics, if supported.
  • Include examples of firewall logs and intrusion logs from Linux-based systems (e.g., iptables, ufw, or systemd journal logs).
  • Mention Linux-compatible tools for disk encryption (e.g., LUKS) alongside Bitlocker.
  • Clarify if the device management UI and support package collection are accessible and function the same way from non-Windows clients.
  • If PowerShell is required, note whether PowerShell Core (cross-platform) is supported, and provide Linux usage examples.
  • Add a section or notes for users managing Azure Stack Edge from Linux or macOS environments, including any limitations or differences.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-edge-container-registry.md ...online/azure-stack-edge-gpu-edge-container-registry.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a strong Windows bias. All command-line examples use PowerShell syntax and are shown from a Windows command prompt. Instructions for editing system files, installing certificates, and interacting with the device are written specifically for Windows (e.g., editing C:\Windows\System32\Drivers\etc\hosts, using the Certificate Import Wizard). There are no Linux/macOS equivalents or alternative instructions provided, and no bash or shell examples. Windows tools and paths are referenced exclusively, and the use of PowerShell cmdlets is pervasive throughout the guide.
Recommendations
  • Provide parallel Linux/macOS instructions for all steps, including editing /etc/hosts, installing certificates (using update-ca-certificates or similar), and restarting Docker.
  • Include bash/shell command examples alongside PowerShell, especially for Docker and kubectl commands.
  • Replace or supplement PowerShell-specific cmdlets (e.g., Set-HcsKubernetesContainerRegistry) with REST API or cross-platform CLI alternatives, if available.
  • Show sample outputs from Linux/macOS terminals as well as Windows.
  • Explicitly state which steps are OS-specific and provide clear navigation for users on different platforms.
  • Reference Linux/macOS Docker installation guides in addition to Windows.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-security.md ...n/articles/databox-online/azure-stack-edge-security.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific security features (such as Windows Defender Device Guard and BitLocker), providing only PowerShell-based remote management instructions, and omitting Linux equivalents or examples. There is no mention of Linux tools, commands, or management patterns, and Windows technologies are presented as the default or only option.
Recommendations
  • Include Linux-based management options, such as SSH or Linux CLI instructions, for remote device access and administration.
  • Document equivalent Linux security features or clarify if the device is Windows-only. If Linux is not supported, state this explicitly.
  • Provide examples using Linux tools for data encryption and protection, or explain how Linux clients interact with the device.
  • When mentioning Windows tools (e.g., BitLocker, Device Guard), also mention or compare with Linux alternatives (e.g., LUKS, SELinux/AppArmor) where applicable.
  • Ensure that documentation sections and examples are balanced, presenting both Windows and Linux usage patterns where possible.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-profiles-azure-resource-manager-versions.md ...re-stack-edge-profiles-azure-resource-manager-versions.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits Windows bias primarily by referencing Windows PowerShell as the next step for managing Azure Stack Edge devices, without mentioning or providing equivalent instructions for Linux or cross-platform tools. No Linux-specific examples, tools, or guidance are present, and the only management interface highlighted is Windows PowerShell.
Recommendations
  • Include equivalent instructions and links for managing Azure Stack Edge devices from Linux environments, such as using Azure CLI, Bash, or cross-platform PowerShell Core.
  • Provide examples or references for Linux users alongside Windows/PowerShell instructions, ensuring parity in guidance.
  • Avoid presenting Windows tools or workflows as the default or only option; instead, offer platform-agnostic or multi-platform alternatives where possible.
  • Explicitly mention cross-platform management options in the 'Next steps' section, such as 'Manage via Azure CLI (Windows, Linux, macOS)' or 'Manage via PowerShell Core (cross-platform)'.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-virtual-machine-install-gpu-extension.md ...-edge-gpu-deploy-virtual-machine-install-gpu-extension.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation exhibits a Windows bias in several ways: all command-line examples (including for Linux VMs) use PowerShell and Azure PowerShell cmdlets, with no native Bash/CLI equivalents provided for Linux users. The sample outputs and instructions are shown from a Windows environment (e.g., PS C:\WINDOWS\system32>), even when managing Linux VMs. Windows-specific tools and paths are referenced first and more thoroughly. There is a lack of Linux-native command-line or scripting examples, and the removal command is only shown in PowerShell.
Recommendations
  • Provide Azure CLI (az) command examples alongside or instead of Azure PowerShell cmdlets, especially for Linux VM scenarios.
  • Show Linux-native shell (Bash) commands and sample outputs for Linux users, including connecting to VMs, deploying templates, and removing extensions.
  • Balance the order of presentation: do not always present Windows first; alternate or present both OSes in parallel.
  • Include Linux-specific troubleshooting and log file locations in parity with Windows.
  • Clarify when commands are cross-platform (e.g., Azure CLI) and when they are Windows-only (e.g., PowerShell), and guide users to install necessary tools on their platform.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-pro-r-overview.md ...cles/databox-online/azure-stack-edge-pro-r-overview.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a mild Windows bias, primarily through the exclusive mention of BitLocker (a Windows encryption tool) and VPN configuration via PowerShell in the context of encryption and device security. There are no Linux equivalents or cross-platform alternatives mentioned for these features. No explicit Linux or cross-platform command-line examples are provided, and the documentation references Windows-centric tools and patterns first or exclusively.
Recommendations
  • When mentioning BitLocker for encryption, also reference Linux-compatible encryption solutions (e.g., LUKS/dm-crypt) and provide links or guidance for Linux users.
  • For VPN configuration, include instructions or references for configuring VPN using Linux tools (such as strongSwan, OpenVPN, or NetworkManager) alongside PowerShell-based instructions.
  • Ensure that any PowerShell or Windows-specific instructions are paired with equivalent Linux command-line examples where possible.
  • Review all referenced documentation (such as system requirements and VPN configuration) to ensure Linux support is clearly documented and easily discoverable.
  • Explicitly state supported operating systems and tools for device management and security features, clarifying cross-platform compatibility.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-stateless-application-kubernetes.md ...stack-edge-gpu-deploy-stateless-application-kubernetes.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a strong Windows bias. All command-line examples are shown in PowerShell, with Windows paths (e.g., C:\Users\<username>\.kube), and sample outputs are from PowerShell terminals. The prerequisites and instructions explicitly reference Windows PowerShell and Windows client systems, with only a brief mention that 'any other client with a Supported operating system' can be used, but no Linux or macOS instructions or examples are provided. There is no guidance for Linux users regarding equivalent commands, file paths, or shell environments.
Recommendations
  • Add parallel Linux (bash) examples for all kubectl commands, including sample outputs from a Linux terminal.
  • Include Linux file paths (e.g., ~/.kube) alongside Windows paths when discussing configuration directories.
  • In the prerequisites, explicitly list supported Linux distributions and provide installation instructions for kubectl and any required tools on Linux.
  • Provide notes or callouts for any differences in behavior or setup between Windows and Linux clients.
  • Ensure that all instructions, especially those involving file manipulation or navigation, are cross-platform or have platform-specific sections.
  • Consider using neutral shell prompts (e.g., $ or >) in generic examples, or provide both PowerShell and bash prompts.
GitHub Create Pull Request
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