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 301-325 of 412 flagged pages
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: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation mentions both Windows and Linux VMs as prerequisites and notes that Azure NetApp Files supports both SMB (Windows) and NFS (Linux) protocols. However, the examples and instructions for mounting or mapping shares are generic and do not provide explicit Linux command-line examples (e.g., mount commands or /etc/fstab configuration), while SMB mapping and Active Directory integration (Windows-centric) are described in more detail. This results in a subtle Windows-first bias and a lack of Linux-specific guidance.
Recommendations
  • Add explicit Linux mounting instructions for NFS shares, including example mount commands and /etc/fstab entries.
  • Provide parity in detail for Linux and Windows: for example, if Active Directory integration for SMB is described, include details on NFS client configuration and troubleshooting for Linux.
  • Include screenshots or terminal output for Linux mounting steps, similar to the Azure portal screenshots.
  • Ensure that both Windows and Linux examples are presented side-by-side or in parallel sections, rather than focusing on Windows tools and workflows first.
Azure Vmware Rotate the cloudadmin credentials for Azure VMware Solution ...articles/azure-vmware/rotate-cloudadmin-credentials.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Missing Linux Example Windows First
Summary
The documentation provides instructions for rotating credentials using the Azure Portal and Azure CLI, but does not include any Linux-specific examples or mention Linux tools. The Azure CLI instructions are platform-neutral, but the absence of explicit Linux shell examples or references to Linux environments (e.g., Bash, native terminal) suggests a subtle Windows bias. The documentation also references the Azure Portal first, which is more commonly used on Windows systems.
Recommendations
  • Add explicit instructions or examples for Linux users, such as running Azure CLI commands in Bash or other Linux shells.
  • Clarify that Azure CLI can be used on both Windows and Linux, and provide platform-specific notes if necessary.
  • Include screenshots or references for Linux environments (e.g., Azure CLI in a Linux terminal).
  • Avoid ordering instructions in a way that implies Windows is the default or preferred platform.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-cloud-backup-virtual-machine.md ...azure-vmware/configure-cloud-backup-virtual-machine.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation exclusively describes procedures using the VMware vSphere client GUI, which is typically accessed from Windows environments. There are no examples or instructions for performing these operations via Linux tools, CLI, or automation scripts (such as using Linux shell commands or open-source tools). The REST API is mentioned only briefly for cleanup, without example usage or parity guidance for Linux users.
Recommendations
  • Provide equivalent CLI examples using PowerCLI (Windows) and govc (Linux/Mac) for all major operations (mount, unmount, attach, detach).
  • Include REST API usage examples with curl or other cross-platform tools, showing how to perform each operation programmatically.
  • Add guidance for Linux users on accessing vSphere functionality, such as using the vSphere Web Client from Linux browsers, or using open-source vSphere automation tools.
  • Explicitly mention platform requirements and alternatives for users who do not use Windows or the vSphere GUI.
  • Ensure parity in troubleshooting steps and verification procedures for both Windows and Linux environments.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/architecture-hub-and-spoke.md ...in/articles/azure-vmware/architecture-hub-and-spoke.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias by exclusively referencing Windows-based jump boxes (Windows 10 or Windows Server) for access to Azure VMware Solution environments, without mentioning Linux alternatives. There are no examples or guidance for deploying or using Linux VMs as jump boxes, nor are Linux tools or patterns discussed for management or connectivity. The documentation also refers to Active Directory-integrated DNS and domain controllers, which are typically Windows-centric, and does not mention Linux-based DNS or identity solutions.
Recommendations
  • Include examples and guidance for deploying Linux-based jump boxes (e.g., Ubuntu, CentOS) in the shared services subnet, and describe how to access Azure VMware Solution environments from Linux VMs.
  • Mention Linux-compatible remote access tools (such as SSH, xrdp, or Remmina) alongside RDP for Windows.
  • Provide parity in DNS and identity recommendations by referencing Linux-based DNS servers (e.g., BIND) and identity solutions (e.g., Samba AD DC) where appropriate.
  • Clarify that both Windows and Linux VMs can be used for management and access tasks, and provide configuration steps for each.
  • Ensure that any screenshots or code snippets (if present) include both Windows and Linux examples.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/azure-security-integration.md ...in/articles/azure-vmware/azure-security-integration.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
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 a security rule example that exclusively targets Windows server sign-in failures, without offering equivalent examples for Linux systems. Throughout the page, references to operating system selection are generic, but practical examples and tips focus solely on Windows scenarios. There are no Linux-specific queries, event codes, or troubleshooting steps, and no mention of Linux tools or log formats.
Recommendations
  • Provide equivalent security rule examples for Linux VMs, such as detecting failed SSH login attempts using Linux audit logs or syslog.
  • Include sample queries for common Linux security events (e.g., authentication failures, sudo usage, suspicious process execution).
  • Add tips and screenshots that demonstrate Linux VM integration and monitoring within Defender for Cloud and Sentinel.
  • Reference Linux-specific documentation and best practices alongside Windows examples.
  • Clarify that the integration process and security monitoring applies to both Windows and Linux VMs, and highlight any differences in setup or supported features.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/bitnami-appliances-deployment.md ...articles/azure-vmware/bitnami-appliances-deployment.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation demonstrates Windows bias by exclusively describing VM access via RDP and linking to Windows-specific connection instructions. There are no examples or guidance for connecting to the VM using Linux tools (e.g., SSH from a Linux client), nor are Linux connection patterns mentioned alongside or before Windows ones.
Recommendations
  • Add instructions for connecting to the VM from Linux clients, such as using SSH from a terminal.
  • Provide links to Linux-specific documentation for VM access (e.g., Azure Linux VM SSH connection guides).
  • Mention both RDP (Windows) and SSH (Linux/macOS) options when describing how to connect to the VM, and present them with equal prominence.
  • Include example commands for Linux users where relevant, especially in steps involving remote access.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/deploy-traffic-manager-balance-workloads.md ...ure-vmware/deploy-traffic-manager-balance-workloads.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows-first bias by exclusively referencing Microsoft IIS Servers as backend pool members and omitting any mention of Linux-based alternatives (such as Apache or Nginx). All configuration and verification steps assume Windows workloads, with no examples or guidance for deploying or verifying Linux VMs as backend servers. There are no PowerShell or Windows tool command examples, but the overall scenario is Windows-centric.
Recommendations
  • Include examples of deploying and configuring Linux-based web servers (e.g., Apache, Nginx) as backend pool members in addition to or instead of IIS.
  • Show screenshots or command-line steps for verifying Linux VM backend pool members, possibly using SSH or Linux-native tools.
  • Mention that both Windows and Linux VMs are supported as backend pool members, and provide parity in instructions for both platforms.
  • If possible, diversify the sample architecture to include at least one Linux-based workload to demonstrate cross-platform applicability.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/enable-vmware-cds-with-azure.md .../articles/azure-vmware/enable-vmware-cds-with-azure.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation consistently references Azure VMs and configuration steps through the Azure portal, implicitly assuming Windows-based environments. All VM examples (JSVM1, JSVM2) are generic but the verification steps (e.g., 'sign in to Azure VM and ping') do not specify or provide Linux-specific instructions, nor do they mention Linux tools or alternatives. There are no PowerShell-specific instructions, but the absence of Linux CLI examples or references to Linux-based Azure VMs (e.g., Ubuntu, CentOS) suggests a Windows-first bias and a lack of Linux parity.
Recommendations
  • Include explicit examples for both Windows and Linux Azure VMs, such as verifying connectivity using Windows Command Prompt (ping) and Linux shell (ping, traceroute).
  • Add instructions or screenshots for configuring VPN and firewall rules using Azure CLI and Linux tools, not just the Azure portal UI.
  • Mention Linux distributions as supported VM types in test scenarios, and provide sample commands for both platforms.
  • Clarify that all steps are applicable to both Windows and Linux VMs, or specify any differences in configuration or troubleshooting.
  • Where possible, provide parity in troubleshooting steps (e.g., checking tunnel status, connectivity) for Linux environments.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/move-ea-csp-subscriptions.md ...ain/articles/azure-vmware/move-ea-csp-subscriptions.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation provides a command prompt 'ping' example without specifying the operating system, but the screenshot and terminology ('command prompt') imply Windows usage. There are no explicit Linux or cross-platform CLI examples, nor is PowerShell mentioned, but the lack of Linux-specific guidance or parity in examples suggests a subtle Windows bias.
Recommendations
  • Explicitly mention that 'ping' can be run from Windows Command Prompt, PowerShell, or Linux/macOS terminals.
  • Include screenshots or example commands from a Linux shell (e.g., bash) to demonstrate parity.
  • Use neutral terminology such as 'terminal' or 'shell' instead of 'command prompt' when referring to command-line operations.
  • Add a note clarifying that all steps are applicable regardless of OS, and provide links to relevant cross-platform Azure CLI documentation.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/native-connect-on-premises.md ...in/articles/azure-vmware/native-connect-on-premises.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Missing Linux Example 🔧 Windows Tools
Summary
The documentation page focuses on Azure VMware Solution connectivity and mentions ExpressRoute and Site-to-Site VPN, but does not provide any platform-specific configuration examples. However, it implicitly assumes the use of Azure tools, which are often Windows-centric, and omits any mention of Linux-based networking tools or configuration steps. There are no examples or guidance for Linux environments, nor are cross-platform considerations discussed.
Recommendations
  • Add explicit examples for configuring connectivity from Linux-based on-premises environments, such as using strongSwan or OpenVPN for Site-to-Site VPN.
  • Include references to Linux command-line tools (e.g., iproute2, netplan, NetworkManager) for network configuration.
  • Provide parity in troubleshooting steps and diagnostics for both Windows and Linux environments.
  • Clarify any platform-specific requirements or limitations for ExpressRoute and VPN connections.
  • Add links to Azure documentation that specifically addresses Linux integration scenarios.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/fix-deployment-failures.md .../main/articles/azure-vmware/fix-deployment-failures.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Missing Linux Example Windows First
Summary
The documentation exclusively describes how to gather information and file a support request using the Azure portal GUI, with all screenshots and instructions oriented toward the web interface. There are no command-line examples or references to CLI tools (such as Azure CLI, PowerShell, or Bash), and no mention of Linux workflows or parity. This can be considered a 'windows_first' and 'missing_linux_example' bias, as the documentation implicitly assumes a GUI/Windows-centric workflow and does not address users who may prefer or require command-line or Linux-native approaches.
Recommendations
  • Add equivalent instructions for gathering correlation IDs, error messages, and ExpressRoute IDs using Azure CLI commands (az), which are cross-platform and commonly used on Linux.
  • Include examples for retrieving deployment logs and error messages via the Azure CLI or REST API, not just through the portal GUI.
  • Explicitly mention that all steps can be performed from any OS using the Azure portal, but provide command-line alternatives for users on Linux or those who prefer automation.
  • If PowerShell examples are later added, ensure Azure CLI/Bash equivalents are always provided alongside.
  • Consider adding a section or callout for 'Automation and Scripting' to address non-GUI workflows.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/integrate-azure-native-services.md ...ticles/azure-vmware/integrate-azure-native-services.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
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 guest management prerequisites, it provides explicit steps only for Linux (regarding sudo configuration) and omits any Windows-specific guidance. However, throughout the page, Windows concepts (such as registry and files) are mentioned before Linux equivalents (daemons), and there are no concrete examples or instructions for Linux monitoring or extension installation beyond the sudo configuration. The documentation does not provide parity in examples or troubleshooting for Linux users, and the mention of Windows registry and files precedes Linux daemons, indicating a subtle 'windows_first' bias.
Recommendations
  • Add explicit examples and troubleshooting steps for both Windows and Linux VMs when enabling guest management and installing extensions.
  • When describing monitoring capabilities, mention Linux equivalents (such as systemd services, log files, configuration files) alongside Windows registry and files, and do so with equal prominence.
  • Provide sample commands or scripts for Linux extension installation and monitoring, similar to what would be provided for Windows (e.g., PowerShell).
  • Ensure that any prerequisites or limitations are described for both platforms, not just Linux (e.g., clarify if there are Windows-specific requirements for guest management).
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/manage-arc-enabled-azure-vmware-solution.md ...ure-vmware/manage-arc-enabled-azure-vmware-solution.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation provides command examples for both Windows and Linux-based management VMs when activating the Python environment, but the Windows example is listed first. However, there is no further differentiation or parity in subsequent command examples, and Linux-specific nuances (such as file paths, shell differences, or permissions) are not addressed. The documentation does not mention or provide examples for Linux-specific tools or patterns beyond the initial environment activation, which may leave Linux users with unanswered questions.
Recommendations
  • Alternate the order of Windows and Linux examples, or present them side-by-side to avoid implicit prioritization.
  • Expand Linux-specific instructions, including details on file paths, shell commands, and permissions where they may differ from Windows.
  • Include troubleshooting tips or common issues for both Windows and Linux environments.
  • Explicitly mention any platform-specific requirements or differences for subsequent commands, not just the initial environment activation.
  • Provide links to Linux-specific documentation or resources where applicable.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/netapp-files-with-azure-vmware-solution.md ...zure-vmware/netapp-files-with-azure-vmware-solution.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
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 states that Azure NetApp Files supports both SMB (Windows) and NFS (Linux) protocols. However, the SMB/Windows scenario is described first in the share mapping section, and there are no concrete Linux command-line examples (e.g., mount commands or /etc/fstab entries) for NFS mounting. Windows/SMB configuration steps are described in more detail, while Linux/NFS instructions are only referenced generically.
Recommendations
  • Provide explicit Linux NFS mounting examples, such as the mount command and /etc/fstab configuration.
  • Balance the order of presentation by describing both SMB (Windows) and NFS (Linux) scenarios with equal detail and prominence.
  • Include screenshots or step-by-step instructions for Linux clients, similar to those provided for Windows/SMB.
  • Reference Linux tools and patterns (e.g., nfs-utils, systemctl) where appropriate.
  • Ensure that troubleshooting and verification steps cover both Linux and Windows use cases.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/rotate-cloudadmin-credentials.md ...articles/azure-vmware/rotate-cloudadmin-credentials.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Missing Linux Example Windows First
Summary
The documentation provides examples for credential rotation using the Azure Portal and Azure CLI, which are cross-platform. However, there is a subtle Windows bias: the Azure CLI example references 'Azure Cloud Shell' without clarifying its availability on Linux, and there are no explicit Linux-specific instructions or examples (e.g., running Azure CLI locally on Linux, using bash). There are no PowerShell-only examples, but the lack of Linux-specific context or parity in instructions may disadvantage Linux users.
Recommendations
  • Add explicit instructions for running Azure CLI commands on Linux (e.g., in local bash terminal) alongside the Cloud Shell example.
  • Clarify that Azure Cloud Shell is available in both Bash and PowerShell, and provide a Bash example.
  • Include any Linux-specific considerations for credential rotation, if applicable.
  • Ensure screenshots and UI references do not assume a Windows environment.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/architecture-hub-and-spoke.md ...in/articles/azure-vmware/architecture-hub-and-spoke.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias by referencing only Windows-based jump boxes (Windows 10 or Windows Server) for accessing Azure VMware Solution environments, without mentioning Linux alternatives. There are no examples or guidance for deploying or using Linux VMs as jump boxes, nor are Linux tools or patterns referenced for remote access or management. The documentation implicitly assumes Windows as the default platform for administrative tasks in the hub and spoke architecture.
Recommendations
  • Include examples and guidance for deploying Linux-based jump boxes (e.g., Ubuntu, CentOS) in the shared service subnet.
  • Describe how to use SSH for secure access to Linux jump boxes, alongside RDP for Windows.
  • Clarify that Azure Bastion supports both RDP and SSH, and provide instructions for connecting to Linux VMs via Azure Bastion.
  • Mention Linux administrative tools and patterns (such as SSH tunneling, SCP, or SFTP) for managing Azure VMware Solution environments.
  • Ensure that all platform-specific recommendations (such as domain controllers or DNS servers) note Linux-compatible options where applicable.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-vmware-cloud-director-service-azure-vmware-solution.md ...re-vmware-cloud-director-service-azure-vmware-solution.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation consistently references the Azure portal and VMware tools, but does not provide any Linux-specific examples, CLI commands, or alternative workflows. All instructions for credential management, network configuration, and VM deployment are given through GUI interfaces (Azure portal, NSX Manager, vSphere Client) or generic VMware tools, with no mention of Linux command-line utilities, shell scripts, or Linux-native management patterns. The only command-line example given is 'transporter-status.sh', but it is not contextualized for Linux users (e.g., how to SSH, what dependencies are needed). There is no mention of PowerShell, but the overall workflow assumes users are operating in a Windows-centric Azure environment.
Recommendations
  • Add Linux CLI examples for credential retrieval, such as using Azure CLI or REST API from a Linux shell.
  • Provide instructions for deploying and managing the reverse proxy VM using Linux tools (e.g., ovftool, scp, SSH) rather than only GUI workflows.
  • Include steps for configuring network and firewall rules using CLI (e.g., NSX-T API calls, Azure CLI) suitable for Linux administrators.
  • Clarify how Linux users can interact with the reverse proxy VM (e.g., SSH commands, required packages, troubleshooting connectivity from Linux).
  • Explicitly mention Linux compatibility and provide parity in examples, ensuring that Linux-based workflows are documented alongside GUI/portal instructions.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/deploy-traffic-manager-balance-workloads.md ...ure-vmware/deploy-traffic-manager-balance-workloads.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows-first bias by exclusively referencing Microsoft IIS Servers as backend VMs and showing all backend pool members as IIS web servers. There are no examples or mentions of Linux-based web servers or alternative backend configurations. All screenshots and configuration steps assume a Windows-centric environment, with no guidance for users deploying Linux workloads.
Recommendations
  • Include examples of configuring backend pool members using popular Linux web servers (e.g., Apache, Nginx) in addition to IIS.
  • Provide screenshots or command-line examples for Linux-based VMs where applicable.
  • Explicitly mention that both Windows and Linux VMs are supported as backend pool members, and link to relevant documentation for Linux setup.
  • Balance references to Windows and Linux in both prerequisites and verification steps to ensure parity.
  • If using screenshots, consider including at least one example with a Linux VM backend.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/netapp-files-with-azure-vmware-solution.md ...zure-vmware/netapp-files-with-azure-vmware-solution.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
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 references both SMB (Windows) and NFS (Linux) protocols. However, it provides more detail on SMB share mapping and Active Directory connections (Windows-centric), while Linux mounting instructions are only briefly mentioned ("using the command lines or /etc/fstab entries") without concrete examples. There are no explicit Linux command examples or step-by-step instructions for mounting NFS shares, whereas Windows/SMB/Active Directory integration is described in more detail and appears first in the share mapping section.
Recommendations
  • Add explicit Linux mounting instructions, including example mount commands and /etc/fstab configuration for NFS volumes.
  • Provide parity in detail for Linux and Windows: include troubleshooting steps, verification commands, and screenshots for Linux clients as well as Windows.
  • Ensure that both SMB (Windows) and NFS (Linux) share mapping instructions are presented with equal prominence and detail.
  • Consider presenting Linux and Windows instructions in parallel, or in separate clearly labeled sections, to avoid implicit prioritization.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/azure-security-integration.md ...in/articles/azure-vmware/azure-security-integration.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
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 a security rule example that exclusively targets Windows server sign-in failures, with no equivalent example for Linux systems. Throughout the document, there is a lack of Linux-specific guidance, examples, or references, despite mentioning 'operating system' in configuration steps. The only concrete example for threat detection is Windows-centric, and no Linux log queries or security scenarios are presented.
Recommendations
  • Include equivalent Linux security rule examples, such as detecting failed SSH login attempts using Linux audit logs or syslog.
  • Provide sample KQL queries for common Linux security events (e.g., sudo failures, suspicious process execution).
  • Explicitly mention Linux support and provide step-by-step instructions for onboarding Linux VMs to Defender for Cloud and Sentinel.
  • Add screenshots and walkthroughs for Linux VM onboarding and monitoring, not just Windows.
  • Reference Linux-specific security tools or patterns where relevant, such as auditd, syslog, or Linux endpoint protection solutions.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/arc-enable-guest-management.md ...n/articles/azure-vmware/arc-enable-guest-management.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a Windows bias by referencing VMware Tools (which is often associated with Windows management patterns) and omitting any Linux-specific examples or guidance. There are no command-line examples for Linux (such as Bash or shell commands), nor is there mention of Linux-specific extension management or troubleshooting. All instructions are either portal-based or use Azure CLI in a generic way, without addressing Linux guest nuances.
Recommendations
  • Include explicit Linux guest management instructions, such as verifying guest management status or installing extensions from a Linux VM.
  • Provide examples of managing Arc-enabled Linux VMs using Bash or shell commands, alongside Azure CLI.
  • Mention Linux-specific requirements or troubleshooting steps (e.g., required packages, SELinux/AppArmor considerations).
  • Clarify that VMware Tools must be installed for both Windows and Linux guests, and provide links or steps for Linux installation.
  • Add parity in extension examples, showing how to install and manage extensions on both Windows and Linux VMs.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/bitnami-appliances-deployment.md ...articles/azure-vmware/bitnami-appliances-deployment.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias by instructing users to connect to the VM via RDP and linking to Windows-specific connection instructions before any mention of Linux alternatives. The referenced connection guide is for Windows VMs, and no Linux SSH or console access methods are described until later steps. Windows tools and patterns (RDP, Windows VM connection) are mentioned exclusively and before Linux equivalents.
Recommendations
  • Provide instructions for connecting to the VM using SSH from Linux/macOS clients alongside or before RDP/Windows instructions.
  • Link to documentation for connecting to Linux VMs in Azure, not just Windows VMs.
  • Mention cross-platform tools (e.g., OpenSSH, PuTTY) for VM access in the prerequisites and connection steps.
  • Ensure that Linux and Windows access patterns are presented with equal prominence and detail throughout the documentation.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/configure-cloud-backup-virtual-machine.md ...azure-vmware/configure-cloud-backup-virtual-machine.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation exclusively describes procedures using the VMware vSphere client GUI, which is primarily accessed from Windows environments. There are no examples or instructions for performing these operations via Linux tools, command-line interfaces, or cross-platform automation (such as PowerCLI for Linux, or REST API usage from Linux shells). The documentation implicitly assumes a Windows-centric workflow and omits Linux-specific guidance.
Recommendations
  • Add examples for performing mount, unmount, attach, and detach operations using the REST API from Linux shells (e.g., curl commands).
  • Include instructions for using cross-platform tools such as PowerCLI on Linux or open-source VMware CLI utilities.
  • Explicitly mention platform requirements and provide parity for Linux administrators, including screenshots or step-by-step instructions for accessing vSphere client from Linux (if supported) or alternatives.
  • Highlight any differences or limitations when performing these operations from Linux environments.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/fix-deployment-failures.md .../main/articles/azure-vmware/fix-deployment-failures.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Missing Linux Example Windows First
Summary
The documentation exclusively describes using the Azure Portal GUI for troubleshooting and support requests, with no mention of command-line alternatives such as Azure CLI, PowerShell, or Bash. There are no examples or instructions for Linux users or those preferring cross-platform tools. The workflow implicitly assumes a GUI/Windows-centric environment by referencing portal navigation and screenshots, and does not provide parity for users on Linux or macOS who may prefer or require CLI-based solutions.
Recommendations
  • Add equivalent instructions for obtaining correlation IDs, error messages, and ExpressRoute IDs using Azure CLI commands, which are cross-platform and suitable for Linux users.
  • Include examples of how to gather required information via Azure CLI or REST API, with sample commands and expected outputs.
  • Explicitly mention that all steps can be performed via the Azure CLI or PowerShell, and provide links to relevant documentation.
  • Ensure screenshots or code snippets are provided for both GUI and CLI workflows, or at least reference both approaches.
  • Review the documentation for any implicit assumptions about the user's operating system or interface, and clarify that the process is not limited to Windows environments.
Azure Vmware https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-vmware/enable-vmware-cds-with-azure.md .../articles/azure-vmware/enable-vmware-cds-with-azure.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page consistently references Azure VMs and configuration steps using the Azure portal, with examples and verification steps focused on Azure VM instances (implicitly Windows-based or at least not specifying Linux). There are no examples or instructions for Linux-based VMs, nor are Linux-specific tools or commands (such as SSH, ip, or Linux firewall configuration) mentioned. All verification steps use 'ping' from Azure VMs, without clarifying OS or providing parity for Linux users. The documentation assumes use of Azure portal and GUI workflows, which are more familiar to Windows users, and does not mention command-line alternatives (such as Azure CLI or Powershell vs Bash).
Recommendations
  • Include explicit examples for both Windows and Linux VMs when verifying connectivity (e.g., using ping from Windows CMD/PowerShell and Linux terminal).
  • Add instructions for configuring VPN and firewall rules using Azure CLI and Linux command-line tools, not just the Azure portal GUI.
  • Mention Linux-specific considerations for VM deployment, networking, and firewall configuration (e.g., ufw, iptables, SSH).
  • Clarify that the steps apply to both Windows and Linux VMs, or specify OS where relevant.
  • Provide sample commands for Linux users to check VPN tunnel status and connectivity.