153
Total Pages
96
Linux-Friendly Pages
57
Pages with Bias
37.3%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

412 issues found
Showing 226-250 of 412 flagged pages
Azure Vmware Deploy Bitnami virtual appliances ...articles/azure-vmware/bitnami-appliances-deployment.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias in the section on connecting to the VM, where only RDP and a link to Windows-specific instructions are provided. There are no Linux/macOS alternatives (e.g., SSH, remote desktop clients for Linux/macOS) mentioned for accessing the VM. The rest of the steps (network configuration, SSH enablement) use Linux commands, but initial access instructions assume a Windows environment.
Recommendations
  • Add instructions for connecting to the VM from Linux and macOS, such as using SSH or alternative remote desktop clients.
  • Provide links to documentation for Linux/macOS VM access methods alongside the Windows instructions.
  • Present access methods for all platforms in parallel, rather than Windows-first.
  • Clarify whether the VM is Windows or Linux-based earlier in the documentation.
Azure Vmware Set an external identity source for VMware NSX ...ure-vmware/configure-external-identity-source-nsx-t.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page consistently references Windows Server Active Directory as the primary (and only) example of an LDAP identity source. All prerequisites, configuration steps, and screenshots focus exclusively on Windows Server AD, with no mention of Linux-based LDAP servers (such as OpenLDAP) or non-Windows certificate authorities. The guidance assumes Windows tooling and environments, and does not provide parity for Linux/macOS users who may use alternative LDAP solutions.
Recommendations
  • Add explicit examples and instructions for configuring NSX with non-Windows LDAP servers, such as OpenLDAP.
  • Include guidance for certificate management using Linux-based certificate authorities (e.g., OpenSSL, Let's Encrypt).
  • Update prerequisites to reference generic LDAP servers and certificate authorities, not just Windows Server AD.
  • Provide screenshots and walkthroughs using non-Windows LDAP sources to demonstrate cross-platform compatibility.
  • Clarify that the process is applicable to any LDAP-compliant directory service, and highlight any differences or additional steps required for Linux-based solutions.
Azure Vmware Trusted Launch for Azure VMware Solution ...re-vmware/configure-virtual-trusted-platform-module.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. Windows is mentioned before Linux in guest OS support, and Windows-specific security features (BitLocker, credential protection) are highlighted as use cases for vTPM. There are no Linux-specific examples or references to Linux disk encryption or attestation tools, and the security benefits section focuses on Windows scenarios. The configuration steps are platform-neutral (VMware vSphere), but the practical examples and context favor Windows.
Recommendations
  • Explicitly mention and provide examples of Linux use cases for vTPM, such as using LUKS disk encryption or Secure Boot verification.
  • List Linux before or alongside Windows in guest OS support and feature descriptions.
  • Include references to Linux attestation and TPM integration tools (e.g., Clevis, tpm2-tools).
  • Highlight how vTPM benefits Linux workloads, not just Windows (e.g., kernel integrity, encrypted secrets).
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation relies exclusively on Azure portal 'Run command' features and PowerShell-style cmdlets (e.g., Set-AVSVSANClusterUNMAPTRIM, Set-vSANCompressDedupe), which are typically Windows-centric. There are no Linux/macOS CLI or automation examples, and Windows prerequisites are listed before Linux. The guidance assumes users are comfortable with Windows tools and workflows, with no mention of Linux alternatives or parity.
Recommendations
  • Provide equivalent Linux/macOS command-line examples (e.g., using VMware CLI tools or REST APIs).
  • Clarify whether the Azure portal 'Run command' features are accessible from non-Windows platforms, and document any platform-specific requirements.
  • List Linux prerequisites and procedures alongside Windows, not after.
  • Include references to Linux automation tools or scripts for vSAN configuration.
  • Add notes about cross-platform compatibility for cmdlets and portal features.
Azure Vmware Deploy disaster recovery using JetStream DR ...ure-vmware/deploy-disaster-recovery-using-jetstream.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Missing Linux Example Windows First
Summary
The documentation is heavily oriented toward the Azure VMware Solution environment, with all operational instructions relying on the Azure portal's 'Run command' feature and cmdlets (e.g., Invoke-PreflightJetDRInstall, Install-JetDRWithStaticIP), which are PowerShell-based and Windows-centric. There are no CLI or shell examples for Linux/macOS users, nor are there alternative instructions for environments outside the Azure portal or for users who may wish to automate or script deployments using Linux tools. The documentation assumes the use of Windows/PowerShell tools and does not mention or provide parity for Linux/macOS workflows.
Recommendations
  • Provide equivalent CLI/bash examples for Linux/macOS users where possible, such as using Azure CLI or REST API calls to invoke Run commands.
  • Explicitly state if the Run command and cmdlets can be invoked from non-Windows environments, and provide instructions for doing so.
  • Offer alternative automation methods (e.g., using Azure CLI, REST API, or Terraform) for users who do not use PowerShell.
  • Clarify any platform dependencies or limitations (e.g., if PowerShell is required, or if the Azure portal is the only supported interface).
  • Include a section addressing Linux/macOS user workflows, or link to JetStream documentation that covers non-Windows environments.
Azure Vmware Configure a Storage Policy ...main/articles/azure-vmware/configure-storage-policy.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation exclusively uses PowerShell-style cmdlets and the Azure portal's 'Run command' interface for all examples and instructions. There are no Linux or macOS command-line examples, nor are alternative tools or methods for non-Windows environments mentioned. The workflow assumes familiarity with Windows-centric tooling and patterns.
Recommendations
  • Provide equivalent instructions using cross-platform tools (e.g., Azure CLI, REST API, or vSphere API) where possible.
  • Include Linux/macOS command-line examples for managing storage policies, such as using curl for REST calls or Python scripts.
  • Clarify whether the 'Run command' interface is accessible from non-Windows environments and, if so, provide guidance for those platforms.
  • Explicitly mention platform requirements and alternatives for users who do not use Windows or PowerShell.
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates a Windows bias primarily through the exclusive use of PowerShell/cmdlet examples (e.g., Set-vSANDataInTransitEncryption), references to 'Run command' in the Azure portal (a Windows-centric workflow), and the lack of Linux/macOS CLI or automation examples. Windows Server Failover Clusters are mentioned as a supported feature, but there is no discussion of Linux clustering or guest OS specifics beyond generic statements. No Linux or cross-platform command-line alternatives are provided for any configuration steps.
Recommendations
  • Provide equivalent Linux/macOS CLI examples (e.g., using VMware's govc, pyvmomi, or REST API calls) for all configuration tasks.
  • Clarify whether the Azure portal 'Run command' feature is accessible from non-Windows environments and document any platform-specific requirements.
  • Include guest OS-specific instructions for both Windows and Linux when discussing VM-level settings (e.g., how to set disk.scsiUnmapAllowed on Linux VMs).
  • Mention Linux clustering support or alternatives if relevant, or clarify Windows-only features.
  • Order examples and instructions in a platform-neutral way, or provide both Windows and Linux/macOS options side-by-side.
Azure Vmware Deploy VMware Cloud Director Availability in Azure VMware Solution ...e-cloud-director-availability-in-azure-vmware-solution.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation is heavily focused on Azure portal and Run commands, which are Windows-centric tools and workflows. There are no Linux or cross-platform CLI examples, nor any mention of how to perform equivalent tasks from Linux/macOS environments. All operational guidance assumes use of the Azure portal or Windows-based automation, with no parity for Linux users.
Recommendations
  • Provide equivalent instructions for deploying and managing VMware Cloud Director Availability using cross-platform tools such as Azure CLI, PowerShell Core (which runs on Linux/macOS), or REST API calls.
  • Include examples of how to upload OVAs, configure networking, and manage appliances from Linux/macOS environments.
  • Clarify whether Run commands can be invoked from non-Windows systems and, if so, provide step-by-step guidance for Linux users.
  • Add troubleshooting and operational notes relevant to Linux environments, such as SSH access, file transfer, and automation scripts.
Azure Vmware Deploy Zerto disaster recovery on Azure VMware Solution ...rticles/azure-vmware/deploy-zerto-disaster-recovery.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation describes Zerto's core components, including both Linux and Windows appliances. However, the only Windows-specific tool (Zerto Cloud Appliance, ZCA) is highlighted as necessary for recovery to Azure Native IaaS VMs, and its Windows nature is explicitly called out. The ZCA section is more detailed than the Linux components, and Windows tools (ZVM, VRA) are mentioned before their Linux equivalents in the context of Azure recovery. There are no explicit Linux or macOS command-line examples, and the documentation does not provide parity for Linux-based recovery to Azure Native VMs.
Recommendations
  • Clarify whether Linux-based alternatives exist for recovery to Azure Native IaaS VMs, or explicitly state that Windows is required for this scenario.
  • Provide equivalent detail and guidance for Linux-based components (such as ZVMA and vRA) in all scenarios, including installation, management, and troubleshooting.
  • Include Linux/macOS command-line examples or references where applicable, especially for log collection and appliance management.
  • If possible, offer guidance for Linux users who need to interact with ZCA or ZVM (e.g., remote management, API usage, or cross-platform tools).
Azure Vmware vCenter Server access and identity description ...vmware/includes/vcenter-access-identity-description.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page consistently references Windows Server Active Directory as the primary (and only) example for configuring users and groups with the CloudAdmin role in vCenter Server. There is no mention of Linux-based identity sources (such as OpenLDAP) or examples for integrating with non-Windows environments. Windows terminology and tools are used exclusively, and Linux/macOS alternatives are not discussed.
Recommendations
  • Include examples and guidance for integrating Linux-based identity sources (e.g., OpenLDAP, FreeIPA) with vCenter Server.
  • Mention that non-Windows identity sources can be used and provide steps or references for their configuration.
  • Use neutral language when describing identity management, e.g., 'Active Directory or other LDAP-compatible sources,' rather than only 'Windows Server Active Directory.'
  • Provide parity in examples and troubleshooting steps for both Windows and Linux/macOS environments.
Azure Vmware Install Cloud Backup for Virtual Machines .../azure-vmware/install-cloud-backup-virtual-machines.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation demonstrates a notable Windows bias by exclusively referencing Azure portal 'Run command' workflows and VMware vSphere client operations, which are primarily GUI-based and commonly used in Windows environments. There are no Linux/macOS CLI examples, nor are Linux-native tools or automation patterns mentioned. All instructions assume use of Windows-centric management interfaces, with no parity for Linux users who may prefer or require command-line or automation via shell scripts.
Recommendations
  • Provide equivalent Linux/macOS CLI instructions for installing, upgrading, and uninstalling the Cloud Backup plug-in (e.g., via Azure CLI, PowerShell Core, or REST API).
  • Include examples using Linux shell commands or scripts for backup and restore operations.
  • Clarify whether the 'Run command' and vSphere client operations can be performed from non-Windows platforms, and document any platform-specific requirements.
  • Add guidance for automating these tasks using cross-platform tools (e.g., Terraform, Ansible, Azure CLI) where possible.
Azure Vmware Monitor and protect VMs with Azure native services ...ticles/azure-vmware/integrate-azure-native-services.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation generally describes Azure native services in a platform-neutral way, but when discussing enabling guest management and installing extensions, it provides explicit Linux instructions only in a note about sudo configuration, while omitting any Windows-specific steps or examples. The Log Analytics agent is described as monitoring Windows registry and files and Linux daemons, but no concrete Linux or Windows command-line examples are given. The order of mention and examples tends to favor Windows (e.g., 'Windows registry and files, and Linux daemons'), and Linux instructions are presented as an exception rather than a primary workflow.
Recommendations
  • Provide explicit, step-by-step instructions for both Windows and Linux VMs when enabling guest management and installing extensions.
  • Include examples of common Windows and Linux commands for agent installation and troubleshooting.
  • Present Windows and Linux workflows in parallel, rather than treating Linux as an exception.
  • Clarify any differences in extension support or prerequisites for Windows vs. Linux VMs.
  • Add links to platform-specific documentation for both Windows and Linux.
Azure Vmware Enable first-party application service principal for Azure VMware Solution Generation 2 Private Clouds .../azure-vmware/native-first-party-principle-security.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides three methods for enabling the service principal: Microsoft Entra ID portal, Azure PowerShell, and Azure CLI. The PowerShell example is detailed and given before the Azure CLI example, which is more cross-platform. The CLI example is brief and lacks the step-by-step detail of the PowerShell section, suggesting a slight preference for Windows/PowerShell workflows. There are no Linux/macOS-specific instructions or notes, and the CLI example is not highlighted as the preferred cross-platform method.
Recommendations
  • Expand the Azure CLI section to include step-by-step instructions, matching the detail provided for PowerShell.
  • Explicitly mention that Azure CLI works on Windows, Linux, and macOS, and highlight it as the recommended cross-platform method.
  • Consider listing the CLI method before PowerShell to reduce Windows-first bias.
  • Add troubleshooting notes or validation steps using Azure CLI, not just PowerShell.
  • If relevant, mention that PowerShell Core is available on Linux/macOS, or provide Bash examples for common validation tasks.
Azure Vmware Protect web apps on Azure VMware Solution with Azure Application Gateway ...protect-azure-vmware-solution-with-application-gateway.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a notable Windows bias in its configuration examples. All backend VM setup instructions use Windows Server 2016 and PowerShell commands to install and configure IIS. There are no examples or instructions for deploying Linux-based web servers (such as Apache or Nginx) or for using Linux command-line tools. The examples and screenshots consistently reference Windows environments, with no mention of Linux alternatives or parity.
Recommendations
  • Include parallel examples for Linux-based web servers (e.g., Ubuntu with Apache or Nginx), showing equivalent setup steps and commands.
  • Provide Linux shell commands (such as apt, yum, systemctl) for installing and configuring web servers.
  • Mention that Application Gateway supports both Windows and Linux backend VMs, and clarify any differences in configuration if applicable.
  • Add screenshots or references to Linux VM management interfaces (such as SSH, cloud-init, etc.) where relevant.
  • Ensure that the documentation does not imply Windows is required for backend pools, and highlight cross-platform compatibility.
Azure Vmware Attach Azure NetApp Files to Azure VMware Solution VMs ...zure-vmware/netapp-files-with-azure-vmware-solution.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation mentions both Linux and Windows VMs as prerequisites and describes support for both SMB (Windows) and NFS (Linux) protocols. However, it lacks concrete, step-by-step examples for mounting Azure NetApp Files volumes on either Linux or Windows VMs. The language and ordering tend to mention Windows (SMB) before Linux (NFS), and there are no specific Linux command-line examples (e.g., mount commands or /etc/fstab configuration), nor are there Windows mapping instructions. This creates a subtle 'windows_first' bias and a 'missing_linux_example' bias, as Linux users are left without actionable guidance.
Recommendations
  • Add explicit step-by-step instructions for mounting NFS volumes on Linux VMs, including example mount commands and /etc/fstab entries.
  • Provide equivalent instructions for mapping SMB shares on Windows VMs, such as using 'net use' or File Explorer.
  • Ensure examples for both platforms are presented in parallel, with equal detail and visibility.
  • Consider including troubleshooting tips for both Linux and Windows environments.
Azure Vmware Azure Hybrid Benefit for Windows Server, SQL Server, or Linux subscriptions ...ain/articles/azure-vmware/sql-server-hybrid-benefit.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page, while mentioning Linux subscriptions in the title and description, focuses almost exclusively on Windows Server and SQL Server scenarios. All detailed examples, migration guides, and next steps are centered on Windows-based technologies, with no practical guidance or examples for Linux users. Linux is only referenced in passing, without actionable content.
Recommendations
  • Add concrete examples and migration guides for Linux workloads, such as migrating Linux VMs or databases to Azure VMware Solution.
  • Include step-by-step instructions for applying Azure Hybrid Benefit to Linux subscriptions, with relevant tooling and licensing details.
  • Balance the 'Next steps' section with Linux-focused resources and guides.
  • Ensure parity in coverage for both Windows and Linux environments, including compliance and licensing scenarios.
Azure Vmware Tutorial - Access an Azure VMware Solution private cloud ...articles/azure-vmware/tutorial-access-private-cloud.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation exclusively describes creating and using a Windows VM as a jump box to access Azure VMware Solution resources. All instructions, screenshots, and references are Windows-centric, with no mention of Linux or macOS alternatives for jump box creation, connection, or usage. This creates friction for users who prefer or require Linux-based workflows.
Recommendations
  • Add instructions for creating a Linux VM as a jump box, including relevant Azure portal steps and recommended Linux distributions.
  • Provide guidance on connecting to vCenter Server and NSX Manager from a Linux VM, including browser usage and credential management.
  • Include screenshots or CLI examples for Linux where appropriate.
  • Mention cross-platform options for remote access (e.g., SSH, RDP, Azure Bastion) and clarify any OS-specific requirements or limitations.
  • Present Windows and Linux options side-by-side or in parallel sections to ensure parity.
Azure Vmware Use VMware HCX Run Commands ...lob/main/articles/azure-vmware/use-hcx-run-commands.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation is heavily oriented toward Windows/PowerShell usage. All examples and command references are PowerShell cmdlets (e.g., Restart-HcxManager, Set-HcxScaledCpuAndMemorySetting), with no mention of Linux/macOS equivalents or CLI alternatives. The workflow assumes use of the Azure portal and Windows-centric tooling, and does not address how Linux/macOS users might perform these tasks. This creates friction for non-Windows users and may prevent them from completing tasks without access to Windows environments.
Recommendations
  • Provide equivalent CLI or REST API examples for Linux/macOS users, if available.
  • Clarify whether the Run Command functionality is accessible via cross-platform tools (e.g., Azure CLI, REST API) and document those workflows.
  • Explicitly state platform requirements and limitations, so Linux/macOS users know what is and isn't supported.
  • If PowerShell is required, offer guidance on installing and using PowerShell Core on Linux/macOS.
  • Consider reordering examples so that platform-neutral or cross-platform methods are presented first.
Azure Vmware Using Run Command in Azure VMware Solution ...s/blob/main/articles/azure-vmware/using-run-command.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page for Azure VMware Solution Run Command is heavily focused on PowerShell cmdlets, which are primarily associated with Windows environments. There are no examples or references to Linux/macOS equivalents, nor are alternative command-line tools or shell scripts mentioned. The documentation assumes familiarity with PowerShell and Windows-centric workflows, creating friction for Linux/macOS users.
Recommendations
  • Provide equivalent examples using Bash or other Linux/macOS shell environments where possible.
  • Clarify whether Run Command supports non-PowerShell scripts or commands, and document how Linux/macOS users can interact with the feature.
  • Include references to cross-platform tools or APIs (such as REST, CLI) that are not Windows-specific.
  • Explicitly state any platform limitations or requirements for Run Command usage.
Azure Vmware Tutorial - Access an Azure VMware Solution private cloud ...articles/azure-vmware/tutorial-access-private-cloud.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation exclusively describes creating and using a Windows VM as a jump box to access Azure VMware Solution resources. There are no examples, instructions, or mentions of using a Linux VM for the same purpose. All screenshots, connection steps, and references are Windows-centric, and links provided for connecting to the VM point to Windows-specific guides. This creates friction for users who prefer or require Linux/macOS environments.
Recommendations
  • Add instructions for creating a Linux VM as a jump box, including relevant screenshots and field values.
  • Provide guidance for connecting to a Linux VM (e.g., SSH) and accessing vCenter Server and NSX Manager from a Linux browser.
  • Include parity in examples and checklists, such as 'Create a Windows or Linux VM to access the Azure VMware Solution vCenter Server.'
  • Link to both Windows and Linux VM connection documentation.
  • Clarify whether there are any technical limitations that require Windows, or state that Linux/macOS are equally supported if true.
Azure Vmware Architecture - Integrate an Azure VMware Solution deployment in a hub and spoke architecture ...in/articles/azure-vmware/architecture-hub-and-spoke.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias in the 'Jump box and Azure Bastion' section, where only Windows-based jump boxes (Windows 10 or Windows Server) are mentioned for accessing Azure VMware Solution environments. There are no references to using Linux VMs as jump boxes, nor are Linux-specific access patterns (e.g., SSH) discussed. The rest of the document is largely platform-neutral, focusing on Azure networking and architecture concepts.
Recommendations
  • Explicitly mention that Linux VMs can also be used as jump boxes for accessing Azure VMware Solution environments.
  • Provide examples or guidance for configuring a Linux-based jump box, including SSH access via Azure Bastion.
  • Ensure that security best practices and access patterns are described for both Windows (RDP) and Linux (SSH) jump boxes.
  • Where VM operating systems are referenced, use inclusive language such as 'Windows or Linux VM' rather than only 'Windows VM'.
Azure Vmware Architecture - API Management ...n/articles/azure-vmware/architecture-api-management.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. It references management via the Azure portal and PowerShell, but does not mention cross-platform tools (such as Azure CLI or Bash scripting) or provide Linux/macOS-specific examples. Windows-centric automation (PowerShell) is highlighted as a primary mechanism, and Windows tools are mentioned before any Linux alternatives (which are absent).
Recommendations
  • Include Azure CLI examples alongside PowerShell for all management tasks.
  • Explicitly mention that API Management can be managed from Linux/macOS using Azure CLI and REST APIs.
  • Provide Bash scripting examples for automation tasks.
  • Clarify that the developer portal and Azure portal are cross-platform and accessible from any OS.
  • Add a note or section on Linux/macOS tooling parity for DevOps engineers.
Azure Vmware Integrate Microsoft Defender for Cloud with Azure VMware Solution ...in/articles/azure-vmware/azure-security-integration.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing an example analytics rule and tip focused exclusively on Windows server sign-in failures, without offering equivalent Linux scenarios or queries. There are no Linux-specific examples, queries, or guidance for monitoring Linux VMs, despite the cross-platform nature of Azure VMware Solution environments.
Recommendations
  • Include example analytics rules for common Linux security events (e.g., failed SSH logins, sudo misuse, suspicious process execution).
  • Add tips and queries for Linux server threat detection alongside Windows examples.
  • Clarify that the guidance applies to both Windows and Linux VMs, and specify any differences in event sources or log formats.
  • Ensure screenshots and walkthroughs mention Linux options where relevant (e.g., OS selection during onboarding).
Azure Vmware Azure VMware Solution known issues ...les/azure-vmware/azure-vmware-solution-known-issues.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias by referencing PowerShell cmdlets (e.g., Set-vSANCompressDedupe) and Azure VMware Solution Run commands without clarifying if Linux/macOS equivalents exist. The use of Windows-centric tooling and terminology is present, and there are no explicit Linux/macOS command examples or instructions. This may create friction for Linux/macOS administrators who need to perform remediation steps.
Recommendations
  • Explicitly state whether the Azure VMware Solution Run commands and referenced cmdlets (such as Set-vSANCompressDedupe and Set-Tools-Repo) are available via cross-platform interfaces (e.g., Azure CLI, REST API, or browser-based portal), or provide Linux/macOS-compatible instructions.
  • Include Linux/macOS shell command examples or clarify if all remediation steps can be completed via the Azure portal or other OS-agnostic interfaces.
  • Where PowerShell is referenced, note if PowerShell Core (pwsh) is supported on Linux/macOS, and provide usage examples for those platforms.
  • Avoid referring to tools as 'cmdlets' or using Windows-specific terminology unless necessary; use more generic terms like 'command' or 'script' when possible.
Azure Vmware Configure DNS forwarder for Azure VMware Solution ...es/azure-vmware/configure-dns-azure-vmware-solution.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides detailed PowerCLI (PowerShell) examples for verifying DNS resolution, with no equivalent Linux/macOS CLI examples (e.g., curl, dig, nslookup). The only command-line verification method described is PowerCLI, which is Windows-centric. There is no mention of Linux tools or workflows, and Windows/PowerShell tooling is presented first and exclusively.
Recommendations
  • Add Linux/macOS verification steps using native tools such as dig or nslookup.
  • Include CLI examples for both Windows and Linux environments when demonstrating DNS verification.
  • Mention cross-platform alternatives to PowerCLI, or clarify if PowerCLI is available on Linux/macOS (and provide installation instructions if so).
  • Present examples for both platforms side-by-side, or alternate which platform is shown first.