Azure Vmware

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 126-150 of 412 flagged pages
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/install-cloud-backup-virtual-machines.md .../azure-vmware/install-cloud-backup-virtual-machines.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation demonstrates Windows bias by exclusively referencing Azure portal 'Run command' operations and Windows-centric tools (such as PowerShell-style cmdlets), with no mention of Linux CLI, shell, or automation alternatives. All example commands and workflows are presented in a manner typical of Windows environments, and there is no guidance for Linux administrators or parity in examples.
Recommendations
  • Provide equivalent Linux CLI or shell command examples for installation, upgrade, and uninstallation steps.
  • Mention whether the 'Run command' operations can be performed via Azure CLI, REST API, or other cross-platform tools, and provide examples.
  • Clarify if PowerShell-style cmdlets (e.g., Install-NetAppCBSA) are available or required on Linux, or offer alternative instructions.
  • Include guidance for Linux-based automation or scripting for backup and restore operations.
  • Add notes or sections specifically addressing Linux administrator workflows and considerations.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/migrate-sql-server-always-on-availability-group.md ...are/migrate-sql-server-always-on-availability-group.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily focused on Windows environments, specifically Windows Server and SQL Server Always On Availability Groups, which are Windows-only technologies. All examples, prerequisites, and migration steps reference Windows Server Failover Clustering, SQL Server Management Studio, and Windows-based clustering concepts. There are no mentions of Linux-based SQL Server deployments, Linux clustering technologies, or cross-platform management tools. All references to clustering, quorum, and migration procedures assume a Windows Server context.
Recommendations
  • Explicitly state that the guide is for Windows-based SQL Server Always On deployments, and clarify if Linux-based deployments are unsupported or require different procedures.
  • If Linux-based SQL Server Always On Availability Groups are supported on Azure VMware Solution, add equivalent migration steps, prerequisites, and tooling for Linux environments (e.g., Pacemaker cluster management, Linux-based SQL Server tools).
  • Include references and links to Linux SQL Server documentation and clustering best practices where applicable.
  • Add notes or sections comparing Windows and Linux SQL Server migration scenarios, highlighting any differences in process or tooling.
  • Ensure parity in examples and screenshots by providing Linux alternatives if supported.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/native-first-party-principle-security.md .../azure-vmware/native-first-party-principle-security.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation provides step-by-step instructions using the Microsoft Entra ID portal (GUI), Azure PowerShell, and Azure CLI. The PowerShell example is detailed and appears before the Azure CLI example, which is more cross-platform. There are no Linux-specific instructions, and PowerShell (a Windows-centric tool) is emphasized, suggesting a Windows bias. The CLI example is present but not highlighted or explained in detail, and there are no Bash or Linux shell-specific notes.
Recommendations
  • Expand the Azure CLI section with more detailed steps and explanations, making it equal in prominence to the PowerShell section.
  • Add explicit notes that Azure CLI commands work on Linux, macOS, and Windows, and clarify any platform-specific prerequisites.
  • Include troubleshooting or validation steps using Bash or Linux-native tools where applicable.
  • Consider reordering examples so that cross-platform tools (Azure CLI) are presented before Windows-centric tools (PowerShell).
  • Add a table or section comparing the steps for Windows and Linux/macOS environments to ensure parity.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/migrate-sql-server-failover-cluster.md ...es/azure-vmware/migrate-sql-server-failover-cluster.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily focused on Windows Server Failover Cluster and SQL Server, with all examples and procedures referencing Windows Server, Windows tools (Failover Cluster Manager, SQL Server Management Studio), and Windows-specific clustering concepts. There are no examples or mentions of Linux-based SQL Server deployments, Linux clustering solutions (such as Pacemaker or Corosync), or cross-platform migration considerations. The prerequisites, migration steps, and troubleshooting are all described exclusively for Windows environments.
Recommendations
  • Add guidance and examples for migrating Linux-based SQL Server deployments (supported since SQL Server 2017) to Azure VMware Solution.
  • Include references to Linux clustering solutions (e.g., Pacemaker) and how to handle their migration.
  • Provide parity in tooling instructions, such as using Linux command-line tools (e.g., systemctl, pcs) for cluster management and verification.
  • Mention differences in storage and network configuration for Linux VMs and how to record and restore these settings.
  • Reference official documentation for SQL Server on Linux and Linux clustering in the 'More information' section.
  • Clarify in the introduction that the procedure is specific to Windows Server, and provide links or sections for Linux scenarios if applicable.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/protect-azure-vmware-solution-with-application-gateway.md ...protect-azure-vmware-solution-with-application-gateway.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias. All configuration examples for backend web servers use Windows Server 2016 with IIS and PowerShell commands. There are no Linux-based examples, nor are Linux web server options (such as Apache or Nginx) mentioned. The step-by-step instructions and screenshots exclusively reference Windows tools and patterns, making it difficult for users running Linux workloads to follow or adapt the guidance.
Recommendations
  • Add parallel Linux examples using common distributions (e.g., Ubuntu, CentOS) and web servers (Apache, Nginx).
  • Provide equivalent shell commands for installing and configuring web servers on Linux VMs.
  • Include screenshots or CLI steps for Linux VM setup in VMware vSphere Client.
  • Explicitly mention that Application Gateway supports both Windows and Linux backend pools.
  • Where PowerShell is used, offer Bash or shell alternatives for Linux users.
  • Balance references to Windows and Linux tools throughout the documentation, ensuring neither is presented as the default or only option.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/restore-guest-files-folders.md ...n/articles/azure-vmware/restore-guest-files-folders.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily focused on Windows guest OS, with all examples, credential requirements, and restore procedures tailored exclusively for Windows environments. Linux guest OS is explicitly marked as unsupported for restore operations, and no Linux-specific instructions, tools, or examples are provided. Windows tools, patterns, and credential requirements (such as the 'Administrator' account and UNC paths) are mentioned throughout, with no Linux equivalents or parity.
Recommendations
  • Add explicit Linux support or document alternative workflows for Linux guest OS, including manual restore steps and recommended tools.
  • Provide Linux-specific examples for attaching VMDKs and restoring files, such as using Linux file systems, mount commands, or relevant utilities.
  • Clarify credential requirements and restore procedures for Linux VMs, if supported in future releases.
  • Ensure documentation parity by including both Windows and Linux scenarios, tools, and troubleshooting steps.
  • If Linux support is not planned, clearly state the limitations and suggest alternative backup/restore solutions for Linux environments.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/set-up-backup-server-for-azure-vmware-solution.md ...ware/set-up-backup-server-for-azure-vmware-solution.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools Powershell Heavy
Summary
The documentation exhibits significant Windows bias. All VM creation and disk attachment instructions reference Windows VMs and Windows-specific Azure portal guides. The installation steps assume a Windows Server OS, with no mention of Linux alternatives. Powershell is used for configuration checks, and disk formatting is described in terms of Windows filesystems (ReFS). There are no Linux-specific examples, instructions, or parity in tooling or deployment patterns.
Recommendations
  • Include instructions for deploying Azure Backup Server on supported Linux distributions, if possible, or clarify Windows-only support.
  • Provide Linux VM creation and disk attachment examples alongside Windows instructions.
  • Offer equivalent Linux command-line examples (e.g., Bash, CLI) for configuration and setup steps, not just Powershell.
  • Discuss Linux filesystem support and formatting options, and clarify ReFS/NTFS limitations for Linux users.
  • Explicitly state OS support matrix early in the documentation, and provide guidance for Linux users if Azure Backup Server is Windows-only.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/remove-arc-enabled-azure-vmware-solution-vsphere-resources-from-azure.md ...led-azure-vmware-solution-vsphere-resources-from-azure.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation presents uninstall instructions for both Windows and Linux agents, but the Windows steps are listed first and described in greater detail, referencing GUI tools like Control Panel. The Linux instructions are more concise and command-line focused. There is a general tendency to present Windows-centric tools and patterns before Linux equivalents, and the overall flow assumes familiarity with Windows environments.
Recommendations
  • Present Linux and Windows uninstall instructions in parallel or start with Linux to balance representation.
  • Provide more detailed Linux uninstall steps, including verification commands and folder cleanup (similar to Windows).
  • Include CLI-based Windows uninstall instructions (e.g., using PowerShell) for parity with Linux command-line examples.
  • Ensure that all steps and screenshots (if any) are available for both platforms.
  • Explicitly mention that all steps apply equally to both Windows and Linux VMs where relevant, and clarify any platform-specific differences.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/sql-server-hybrid-benefit.md ...ain/articles/azure-vmware/sql-server-hybrid-benefit.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
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 around Microsoft SQL Server and Windows Server Failover Clustering, with no Linux-specific examples, migration paths, or tooling mentioned. Windows technologies and patterns are prioritized and Linux is only referenced generically.
Recommendations
  • Add concrete Linux migration examples, such as migrating Linux-based workloads or databases (e.g., PostgreSQL, MySQL) to Azure VMware Solution.
  • Include Linux-specific licensing scenarios and how Azure Hybrid Benefit applies to popular Linux distributions and workloads.
  • Provide parity in 'Next steps' with links to Linux-focused guides, such as configuring high availability for Linux VMs or clusters on Azure VMware Solution.
  • Mention Linux tools and patterns (e.g., pacemaker, corosync, systemd) where relevant, alongside Windows tools.
  • Ensure that Linux is not just referenced in the title but is represented with actionable, detailed content throughout the documentation.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/use-hcx-run-commands.md ...lob/main/articles/azure-vmware/use-hcx-run-commands.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation exclusively references PowerShell cmdlets and Windows-centric tooling (e.g., Azure portal Run Command panel, PowerShell-style command names), with no mention of Linux equivalents, CLI alternatives, or cross-platform usage. All examples and instructions are tailored for Windows environments, and there is no guidance for users operating from Linux or using non-Windows shells.
Recommendations
  • Provide equivalent Linux/bash command examples where possible, or clarify if the functionality is unavailable outside PowerShell.
  • Mention any CLI or API alternatives to the Azure portal Run Command panel that are accessible from Linux/macOS.
  • Explicitly state platform requirements and limitations (e.g., if only Windows/PowerShell is supported, note this at the top).
  • If possible, offer guidance for Linux users on how to interact with VMware HCX Run Commands (e.g., via REST API, Azure CLI, or other cross-platform tools).
  • Balance the documentation by including both Windows and Linux workflows, or provide links to Linux-specific guidance if available.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/using-run-command.md ...s/blob/main/articles/azure-vmware/using-run-command.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell cmdlets for Run Command operations, without mentioning or providing examples for Linux shells or tools. There is no guidance for Linux users or alternative command-line environments, and the terminology and screenshots are focused on Windows-centric workflows.
Recommendations
  • Include examples of Run Command usage with Linux shells (e.g., Bash) where supported.
  • Clarify whether Run Command supports Linux VMs or only Windows VMs, and provide parity in documentation if Linux is supported.
  • Mention and document equivalent Linux tools or workflows alongside PowerShell cmdlets.
  • Add screenshots or walkthroughs for Linux environments if applicable.
  • Explicitly state any platform limitations to set user expectations.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-storage-policy.md ...main/articles/azure-vmware/configure-storage-policy.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exclusively uses PowerShell-style cmdlets and 'Run command' workflows, which are typically associated with Windows environments. There are no examples or instructions for performing these tasks using Linux-native tools, shell scripts, or REST APIs. The documentation assumes the use of Windows-centric tooling and omits Linux alternatives, resulting in a lack of parity for Linux administrators.
Recommendations
  • Provide equivalent examples using Linux shell commands, such as using VMware's govc CLI, pyvmomi scripts, or REST API calls.
  • Document how to perform these storage policy operations via vCenter REST API, which is platform-agnostic.
  • Include instructions for using cross-platform tools (e.g., PowerCLI on Linux, govc, or Ansible modules for VMware).
  • Add notes clarifying platform requirements for the 'Run command' and cmdlets, and suggest alternatives for Linux users.
  • Ensure screenshots and UI references are not exclusively Windows-oriented, and mention how Linux users can access similar functionality.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/native-first-party-principle-security.md .../azure-vmware/native-first-party-principle-security.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation provides step-by-step instructions for enabling the service principal using the Microsoft Entra ID portal (GUI), Azure PowerShell, and Azure CLI. The PowerShell example is detailed and appears before the Azure CLI example, which is more cross-platform. There are no explicit Linux-specific instructions, and the use of PowerShell (primarily a Windows tool) is emphasized. The documentation does not mention Linux shell environments, nor does it clarify that Azure CLI works on Linux/Mac as well as Windows.
Recommendations
  • Explicitly state that Azure CLI commands work on Linux, macOS, and Windows.
  • Provide Linux/macOS shell examples (e.g., bash) where relevant, especially for scripting or automation.
  • Reorder examples to present Azure CLI before PowerShell, as CLI is more cross-platform.
  • Add notes or links for installing and using Azure CLI and PowerShell on Linux/macOS.
  • If PowerShell is required, mention PowerShell Core and its availability on Linux/macOS.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/tutorial-access-private-cloud.md ...articles/azure-vmware/tutorial-access-private-cloud.md
High Priority View Details →
Scanned: 2026-01-08 00:53
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 alternatives or examples. The guidance for connecting to the VM and accessing vCenter Server and NSX Manager is tailored to Windows environments, omitting Linux VM creation, connection, or usage patterns.
Recommendations
  • Add parallel instructions for creating a Linux VM as a jump box, including screenshots and field values.
  • Provide guidance for connecting to the Linux VM (e.g., via SSH) and accessing vCenter Server and NSX Manager from a Linux browser.
  • Include links to Linux-specific documentation for VM connection and management.
  • Clarify that both Windows and Linux VMs can be used as jump boxes, and discuss any differences or considerations.
  • Present Windows and Linux options side-by-side or in separate sections to ensure parity.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-azure-elastic-san.md ...n/articles/azure-vmware/configure-azure-elastic-san.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows-centric tools and workflows. Azure portal and Azure PowerShell are mentioned before Azure CLI, and no Linux-specific examples or guidance are provided. The instructions and screenshots focus exclusively on GUI and PowerShell workflows, omitting Linux command-line or automation approaches. There is no mention of Linux-based administration, nor are there examples using Linux tools for iSCSI, networking, or storage management.
Recommendations
  • Provide explicit Linux-based examples for key steps, such as using Azure CLI and Linux-native tools to create and manage Elastic SAN resources.
  • Include instructions or references for configuring iSCSI multipathing and datastore connections from Linux-based environments.
  • Add screenshots or terminal output examples from Linux systems to complement the Azure portal and PowerShell instructions.
  • Ensure parity in tool recommendations by listing Azure CLI before or alongside Azure PowerShell, and clarify cross-platform compatibility.
  • Mention any Linux-specific considerations or troubleshooting steps for Elastic SAN and Azure VMware Solution integration.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-dns-azure-vmware-solution.md ...es/azure-vmware/configure-dns-azure-vmware-solution.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell/PowerCLI examples for verifying DNS resolution, with no equivalent Linux or cross-platform CLI instructions. The verification section focuses exclusively on PowerShell cmdlets, and there are no references to Linux tools (e.g., dig, nslookup) or guidance for users on non-Windows platforms. The overall workflow assumes a Windows-centric approach, especially in operational verification steps.
Recommendations
  • Add Linux CLI examples for DNS verification, such as using dig or nslookup from a Linux shell.
  • Include cross-platform instructions for connecting to NSX-T Manager and performing DNS lookups, possibly via REST API calls or other platform-agnostic tools.
  • Ensure that any PowerShell/PowerCLI instructions are accompanied by equivalent steps for Linux/macOS users.
  • Mention both Windows and Linux tools in introductory and verification sections to avoid platform prioritization.
  • Clarify that the procedures are applicable regardless of the administrator's operating system, and provide guidance for both environments.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/azure-vmware-solution-known-issues.md ...les/azure-vmware/azure-vmware-solution-known-issues.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell cmdlets (e.g., Set-vSANCompressDedupe) and Azure VMware Solution Run commands, which are typically Windows/PowerShell-centric. There are no Linux shell or cross-platform CLI examples, and remediation steps are described using Windows tools or terminology. Linux alternatives or parity are not mentioned, and Windows-centric patterns are presented as the default or only option.
Recommendations
  • Provide equivalent Linux shell (bash) or cross-platform CLI examples alongside PowerShell cmdlets for all remediation steps.
  • Document whether Azure VMware Solution Run commands can be executed from Linux environments, and if so, provide usage instructions.
  • Reference VMware tools and remediation steps for both Windows and Linux guest operating systems where applicable (e.g., VMware Tools upgrades).
  • Avoid using Windows terminology exclusively; clarify when steps are OS-agnostic or provide OS-specific guidance.
  • Include links or references to Linux documentation or tools where relevant, especially for operations that can be performed from non-Windows platforms.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-virtual-trusted-platform-module.md ...re-vmware/configure-virtual-trusted-platform-module.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific security features (BitLocker, credential protection, malware prevention on Windows), listing Windows guest OS versions before Linux, and omitting Linux-specific security tooling or configuration examples. No Linux-centric use cases, tools (such as LUKS or dm-crypt), or step-by-step instructions for Linux guests are provided, despite Linux being listed as supported.
Recommendations
  • Provide explicit Linux guest OS configuration examples for vTPM, including how to use vTPM with Linux disk encryption tools (e.g., LUKS, dm-crypt).
  • Mention Linux-specific security features that benefit from vTPM (such as Secure Boot with shim/grub, measured boot, or integration with systemd-cryptsetup).
  • List Linux guest OS versions and capabilities before or alongside Windows to avoid ordering bias.
  • Include troubleshooting or migration notes relevant to Linux VMs, not just generic or Windows-focused advice.
  • Reference Linux documentation and community resources for vTPM integration.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/architecture-api-management.md ...n/articles/azure-vmware/architecture-api-management.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by primarily referencing Windows-centric tools and workflows, such as PowerShell and the Azure portal, for API Management on Azure VMware Solution VMs. There are no examples or mentions of Linux-native tools, CLI commands, or Linux-specific automation approaches. The management and automation mechanisms are described in terms of PowerShell and Azure DevOps, both of which are commonly associated with Windows environments. Linux alternatives (such as Bash, Azure CLI, or Ansible) are not mentioned, and the documentation does not provide parity for Linux users.
Recommendations
  • Include Azure CLI examples alongside PowerShell for API Management configuration and automation.
  • Mention Linux-compatible automation tools (e.g., Bash scripts, Ansible, Terraform) where PowerShell or Azure DevOps are referenced.
  • Provide explicit instructions or examples for managing API Management from Linux environments.
  • Clarify that the Azure portal and developer portal are cross-platform, and highlight any platform-specific considerations.
  • Add a section or callout for Linux users, summarizing equivalent workflows and tools.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-vsan-esa.md .../blob/main/articles/azure-vmware/configure-vsan-esa.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias by exclusively referencing Windows-centric tools and patterns, such as PowerShell cmdlets (e.g., Set-vSANDataInTransitEncryption), and by describing workflows that rely on the Azure portal and Run command features without mentioning Linux or cross-platform alternatives. There are no examples or instructions for Linux users, nor are Linux command-line tools or shell scripts referenced. Windows terminology and features (e.g., Windows Server Failover Clusters) are mentioned explicitly, while Linux equivalents are absent.
Recommendations
  • Provide equivalent Linux CLI or shell script examples for vSAN configuration tasks, using tools such as VMware's Python SDK, govc, or REST APIs.
  • Mention cross-platform management options (e.g., using VMware PowerCLI on Linux, or REST API calls) alongside Windows/PowerShell instructions.
  • Include references to Linux-supported guest OS features and configuration flags, especially for TRIM/UNMAP and encryption settings.
  • Balance references to Windows-specific features (e.g., WSFC) with Linux clustering solutions (e.g., Pacemaker, Corosync) where relevant.
  • Clarify which steps and tools are platform-agnostic, and explicitly note any platform limitations or requirements.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/backup-azure-vmware-solution-virtual-machines.md ...mware/backup-azure-vmware-solution-virtual-machines.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example Powershell Heavy
Summary
The documentation is heavily oriented toward Windows environments. All examples, screenshots, and instructions assume the use of Windows tools (e.g., Certificate Import Wizard, Registry Editor, Azure Backup Server console), and there is no mention of Linux equivalents or how to perform these tasks on Linux systems. The registry modification steps and certificate import procedures are specific to Windows, with no alternative for Linux users. The individual file restore feature is only available for Windows Server VMs, with no mention of Linux VM support.
Recommendations
  • Provide instructions and examples for performing certificate import and secure channel setup on Linux-based Azure Backup Server installations (if supported), such as using 'openssl' or 'update-ca-certificates'.
  • Include guidance for enabling TLS 1.2 on Linux, referencing relevant configuration files or environment variables.
  • Clarify whether Azure Backup Server can be installed and operated on Linux, and if not, explicitly state Windows is required.
  • Offer parity in restore features for Linux VMs, or document limitations and possible workarounds for Linux file-level recovery.
  • Add Linux-specific troubleshooting steps and notes where relevant.
  • Where registry edits are required, provide Linux alternatives or state that the step is Windows-only.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/deploy-disaster-recovery-using-jetstream.md ...ure-vmware/deploy-disaster-recovery-using-jetstream.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by exclusively providing instructions and examples using Azure portal 'Run command' and PowerShell cmdlets for deploying and managing JetStream DR. There are no Linux CLI, shell script, or cross-platform automation examples. The use of Windows-centric tools and terminology (cmdlets, Run command, Azure portal navigation) is pervasive, and alternative Linux-based approaches are not mentioned or referenced.
Recommendations
  • Provide equivalent Linux CLI or shell script examples for JetStream DR deployment and management, such as using SSH, Ansible, or REST API calls.
  • Reference or document how to perform JetStream DR installation and configuration from Linux workstations or automation servers.
  • Clarify whether the Run command and cmdlets can be invoked via cross-platform tools (e.g., Azure CLI, REST API) and provide those examples.
  • Add explicit instructions for Linux users, including prerequisites, package installation, and environment setup.
  • Ensure parity in troubleshooting and support guidance for Linux environments.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-external-identity-source-nsx-t.md ...ure-vmware/configure-external-identity-source-nsx-t.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows Server Active Directory as the LDAP provider, requiring Windows-specific infrastructure (domain controllers, certificates, DNS), and omitting examples or guidance for integrating with non-Windows LDAP servers (such as OpenLDAP on Linux). All examples, screenshots, and recommendations focus on Windows tools and patterns, with no mention of Linux-based alternatives.
Recommendations
  • Add examples and instructions for configuring NSX with popular Linux-based LDAP servers (e.g., OpenLDAP).
  • Include prerequisites and certificate guidance for Linux LDAP servers, such as using Let's Encrypt or other Linux-friendly CAs.
  • Provide parity in screenshots and configuration steps for non-Windows LDAP sources.
  • Mention cross-platform considerations, such as differences in directory structure, user/group mapping, and certificate management.
  • Clarify that NSX supports third-party LDAP servers and provide links to relevant documentation for Linux environments.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/deploy-vmware-cloud-director-availability-in-azure-vmware-solution.md ...e-cloud-director-availability-in-azure-vmware-solution.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows/Azure-centric bias by exclusively referencing Azure portal Run commands for deployment and management, without providing any Linux or cross-platform CLI examples. All operational instructions are given in the context of the Azure portal and its proprietary Run command interface, with no mention of Linux tools, shell commands, or alternative deployment methods outside of Azure. This approach assumes users are operating within a Windows/Azure ecosystem and does not address Linux-based workflows or tooling.
Recommendations
  • Add equivalent Linux-based deployment instructions, such as using SSH, SCP, or Linux shell scripts to deploy and manage VMware Cloud Director Availability appliances.
  • Provide examples for managing VMware Cloud Director Availability using Linux command-line tools or REST API calls, ensuring parity with the Azure Run command approach.
  • Include references to cross-platform automation tools (e.g., Ansible, Terraform) that can be used from Linux environments for installation and configuration.
  • Clarify whether Run commands can be invoked via Azure CLI or PowerShell from Linux systems, and provide sample commands for those scenarios.
  • Explicitly mention any platform limitations and offer guidance for users operating outside of Windows/Azure environments.
GitHub Create Pull Request
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-identity-source-vcenter.md ...cles/azure-vmware/configure-identity-source-vcenter.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily focused on Windows Server Active Directory as the external identity source for vCenter Server, with all examples, screenshots, and instructions referencing Windows-specific tools and workflows (such as MMC, certificate export from Windows domain controllers, and NetBIOS names). There is no mention or example of integrating with non-Windows LDAP servers (e.g., OpenLDAP on Linux), nor are Linux-based tools or patterns discussed. The documentation assumes a Windows-centric environment and omits guidance for Linux LDAP equivalents.
Recommendations
  • Add examples and instructions for integrating vCenter Server with non-Windows LDAP servers, such as OpenLDAP or 389 Directory Server running on Linux.
  • Include Linux-based certificate management workflows (e.g., using openssl, certtool, or keytool) for exporting and validating LDAPS certificates.
  • Provide sample LDAP URLs, DN formats, and group/user search bases relevant to Linux LDAP implementations.
  • Clarify which steps are specific to Windows Server Active Directory and which are generic to any LDAP/LDAPS directory.
  • Add troubleshooting and validation steps using Linux command-line tools (e.g., ldapsearch, openssl s_client) to verify connectivity and certificate validity.
  • Update screenshots and examples to show parity between Windows and Linux LDAP sources where possible.
GitHub Create Pull Request
← Previous Page 6 of 17 Next →