381
Total Pages
181
Linux-Friendly Pages
200
Pages with Bias
52.5%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

1604 issues found
Showing 1176-1200 of 1604 flagged pages
Backup https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/backup/whats-new.md ...Docs/azure-docs/blob/main/articles/backup/whats-new.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page for Azure Backup service release notes exhibits some Windows bias. Several features and updates reference Windows-specific tools (such as MARS agent and Microsoft Azure Backup Server), and Windows platforms are mentioned explicitly (e.g., 'protect and run on Windows Server 2022'). There is a lack of explicit Linux or cross-platform examples, and Linux equivalents are not mentioned alongside Windows tools. In sections where command-line or scripting interfaces are referenced, PowerShell is sometimes mentioned without equal mention of Bash/CLI. Overall, the documentation assumes or highlights Windows environments and tooling, with limited attention to Linux or cross-platform scenarios.
Recommendations
  • Where Windows-specific tools (e.g., MARS agent, Microsoft Azure Backup Server) are mentioned, clarify their platform limitations and provide equivalent Linux-native solutions or alternatives if available.
  • When referencing scripting or automation (e.g., PowerShell), always mention Azure CLI and/or Bash alternatives, and provide example commands for both Windows and Linux environments.
  • Include explicit references to Linux support in backup scenarios, especially for VM and database workloads that are commonly run on Linux (e.g., PostgreSQL, MySQL, SAP HANA).
  • Add notes or links to documentation that address Linux-specific backup agents, tools, or best practices.
  • Review the documentation for opportunities to use neutral, cross-platform language and to ensure Linux users are equally addressed in all relevant sections.
Backup About the Azure Virtual Machine restore process ...cs/blob/main/articles/backup/about-azure-vm-restore.md
Medium Priority View Details →
Scanned: 2026-01-27 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page describes the Azure VM restore process in a generally OS-neutral way, but there is notable bias in the 'Restore an encrypted VM' scenario. This section exclusively references Windows-specific encryption guides and instructs users to use PowerShell to create the VM after restoring disks, without mentioning Linux equivalents or providing guidance for encrypted Linux VMs. Additionally, the restore examples and links for encrypted VMs are all Windows-centric, and PowerShell is presented as the default tool, which may create friction for Linux users.
Recommendations
  • Add explicit guidance for restoring encrypted Linux VMs, including links to relevant documentation and any required steps/tools.
  • Provide CLI (az CLI) or Bash examples alongside PowerShell instructions for VM creation after disk restore.
  • Clarify whether the encrypted VM restore scenario applies only to Windows VMs, or add a note about Linux support and differences.
  • Ensure parity in restore scenarios by mentioning Linux-specific considerations where relevant.
Backup Restore VMs by using the Azure portal using Azure Backup ...b/main/articles/backup/backup-azure-arm-restore-vms.md
Medium Priority View Details →
Scanned: 2026-01-27 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation provides general guidance for restoring Azure VMs using the Azure portal and covers both Windows and Linux VMs in principle. However, there is a noticeable Windows bias: examples and links for post-restore steps, network configuration, and special scenarios (such as restoring domain controllers, availability sets, and SQL VMs) almost exclusively reference Windows-specific tools, PowerShell, and Windows documentation. Linux-specific restore scenarios, troubleshooting, and examples are largely missing or referenced only briefly (e.g., cloud-init password reset). Windows links and examples are presented first or exclusively in many sections.
Recommendations
  • Add explicit Linux VM restore examples and walkthroughs, including restoring disks, creating VMs from restored disks, and handling common Linux-specific post-restore issues (e.g., SSH key management, cloud-init, SELinux, systemd services).
  • Provide links to Linux documentation for attaching disks, configuring network interfaces, and setting static IP addresses (e.g., using Azure CLI or the portal for Linux VMs).
  • Include troubleshooting steps for common Linux VM restore issues, such as boot failures, kernel/initramfs mismatches, and agent installation.
  • Balance references to PowerShell with Azure CLI or Bash examples, especially in sections about creating VMs from restored disks and configuring network settings.
  • Add guidance for restoring Linux VMs with special configurations (e.g., multiple NICs, custom images, encrypted disks) and clarify any differences from Windows VM restore flows.
Backup Back Up and Restore Encrypted Azure VMs ...ob/main/articles/backup/backup-azure-vms-encryption.md
Medium Priority View Details →
Scanned: 2026-01-27 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation generally covers both Windows and Linux Azure VMs, including their respective disk encryption technologies (BitLocker for Windows, dm-crypt for Linux). However, there is a notable bias in example commands: the only explicit command-line example for identifying a VM's associated key vault uses PowerShell, with no equivalent Azure CLI or Bash example provided. Additionally, PowerShell is mentioned before Azure CLI in the section about setting access policies, and the documentation tends to reference Windows technologies first when describing ADE (BitLocker is mentioned before dm-crypt).
Recommendations
  • Provide equivalent Azure CLI and/or Bash examples alongside PowerShell commands, especially for tasks like identifying a VM's associated key vault.
  • When listing technologies or steps that apply to both Windows and Linux, alternate the order or present them in parallel to avoid Windows-first bias.
  • Explicitly mention that all steps can be performed on Linux/macOS using Azure CLI, and link to relevant CLI documentation.
  • Where screenshots or UI references are platform-agnostic, clarify that the process is identical for both Windows and Linux VMs.
Backup Support matrix for Azure VM backups ...lob/main/articles/backup/backup-support-matrix-iaas.md
Medium Priority View Details →
Scanned: 2026-01-27 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides comprehensive coverage for both Windows and Linux Azure VM backup scenarios, but there are several instances of Windows bias. Windows backup options (such as MARS agent and DPM/MABS) are described in greater detail and are supported for more features, while Linux support is often listed as 'not supported' for these agents. Restore instructions and examples frequently mention PowerShell and Windows-centric tools, with Linux equivalents rarely referenced. Windows scenarios and tools are often presented first, and some restore workflows (e.g., creating a new VM from disk) mention PowerShell without Linux CLI alternatives.
Recommendations
  • Where PowerShell is referenced for restore operations, add equivalent Azure CLI or Bash examples for Linux users.
  • Clarify in restore sections that the process applies equally to Linux VMs, and provide explicit Linux VM examples where possible.
  • In tables and lists, alternate the order of Windows and Linux examples, or group them together to avoid Windows-first presentation.
  • For agent-based backup options, clearly state Linux alternatives or workarounds (if any), and link to relevant Linux documentation.
  • Expand file-level restore documentation to include more Linux-specific scenarios and limitations, with troubleshooting tips.
Scanned: 2026-01-27 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation for Azure Backup architecture is notably Windows-centric in its coverage of on-premises backup scenarios. It exclusively discusses the MARS agent (Windows-only), System Center Data Protection Manager (DPM), and Microsoft Azure Backup Server (MABS)—all Windows-based tools—for backing up on-premises machines. There is no mention of Linux backup agents, Linux-compatible backup workflows, or equivalent Linux tooling for on-premises backup. The examples and architectural diagrams focus on Windows Server and Windows VMs, with Linux support only referenced as 'not supported' for the MARS agent.
Recommendations
  • Explicitly clarify Linux support and limitations for on-premises backup scenarios, including a summary table of supported OSes for each backup method.
  • If Azure Backup does not support direct backup of on-premises Linux machines, provide links or guidance to alternative solutions (e.g., third-party backup tools, Azure File Sync, or Azure Blob Storage for Linux data).
  • Include a section or note on how Linux workloads in Azure (Linux VMs) are backed up, and whether the Azure VM backup extension is OS-agnostic.
  • Where possible, provide parity in examples and workflows for Linux and macOS users, or clearly state when features are Windows-only.
Medium Priority View Details →
Scanned: 2026-01-27 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation covers both Windows and Linux encrypted Azure VMs, but there is a notable Windows bias in the restore process examples. The only explicit automation example for recreating a VM from restored disks is via PowerShell, with no CLI or Linux-native alternative shown. Additionally, the OS disk swap note links only to Windows instructions. The Linux-specific restore steps are brief and lack detailed guidance or command examples, making it harder for Linux users to follow parity workflows.
Recommendations
  • Provide equivalent Azure CLI and/or Bash examples for restoring VMs from disks, not just PowerShell.
  • Include a link or section for swapping OS disks on Linux VMs, similar to the Windows link provided.
  • Expand the Linux restore section with step-by-step instructions and example commands for reinstalling the ADE extension and reconfiguring Key Vault integration.
  • When referencing automation or scripting, present cross-platform options (PowerShell, CLI, ARM templates) or clarify which are supported for Linux VMs.
Backup Restore VMs by using the Azure portal using Azure Backup ...b/main/articles/backup/backup-azure-arm-restore-vms.md
Medium Priority View Details →
Scanned: 2026-01-26 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides general guidance for restoring Azure VMs using the portal and templates, but there is a noticeable Windows bias in several areas. Examples and links for post-restore steps, network configuration, and VM creation frequently reference Windows-specific documentation, PowerShell commands, and Windows VM scenarios. Linux-specific instructions are sparse or absent, and Windows examples are often presented first or exclusively.
Recommendations
  • Add Linux-specific examples and links alongside Windows examples, especially for tasks like attaching disks, configuring network settings, and post-restore steps.
  • Provide CLI (az) and Bash examples for VM creation and disk attachment, not just PowerShell.
  • Reference Linux documentation (e.g., for restoring VMs, managing disks, resetting passwords, configuring network interfaces) where appropriate.
  • Clarify when instructions or links are Windows-only, and offer Linux alternatives where possible.
  • Ensure parity in guidance for restoring VMs with special configurations (e.g., multiple NICs, availability sets) for Linux VMs.
Backup Back Up and Restore Encrypted Azure VMs ...ob/main/articles/backup/backup-azure-vms-encryption.md
Medium Priority View Details →
Scanned: 2026-01-26 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides both Windows and Linux parity in its conceptual coverage of encrypted VM backup and restore. However, in the 'Provide permissions' section, the example for identifying a VM's associated Key Vault uses only a PowerShell command (Get-AzVm), which is Windows-centric and may not be immediately accessible to Linux/macOS users. There is no equivalent Azure CLI or Bash example shown alongside. Additionally, PowerShell is mentioned before Azure CLI in the sentence about setting access policies, which subtly prioritizes Windows tooling.
Recommendations
  • Add an Azure CLI example for identifying a VM's associated Key Vault, such as using 'az vm show' with appropriate query filters.
  • When referencing automation options, list Azure CLI and Bash examples before or alongside PowerShell to avoid implicit prioritization.
  • Ensure all command-line instructions are provided in both PowerShell and Azure CLI/Bash formats where possible.
Backup Support matrix for Azure VM backups ...lob/main/articles/backup/backup-support-matrix-iaas.md
Medium Priority View Details →
Scanned: 2026-01-26 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation provides comprehensive coverage of both Windows and Linux VM backup scenarios, but there are notable signs of Windows bias. Windows-specific tools (MARS agent, DPM, MABS) are described in detail, with Linux support often marked as 'not supported' or omitted. Restore instructions frequently mention PowerShell and Windows-centric workflows, while Linux equivalents (such as Azure CLI or shell scripting) are not provided. Windows examples and features are often listed before Linux, and some restore scenarios reference Windows tools without Linux alternatives.
Recommendations
  • Add Linux-specific examples and workflows for backup and restore operations, especially where PowerShell is mentioned for Windows.
  • Where Windows tools (MARS agent, DPM, MABS) are discussed, clarify Linux alternatives or explicitly state the lack of parity.
  • Provide Azure CLI or shell script examples for Linux users in restore and backup scenarios.
  • Ensure that Linux support is described with equal detail and prominence as Windows support, especially in tables and step-by-step instructions.
  • Where features are Windows-only, clearly label them as such to avoid confusion.
Backup About the Azure Virtual Machine restore process ...cs/blob/main/articles/backup/about-azure-vm-restore.md
Medium Priority View Details →
Scanned: 2026-01-26 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page on Azure VM restore describes general concepts and scenarios applicable to both Windows and Linux VMs. However, in the 'Restore an encrypted VM' scenario, the instructions and linked references are exclusively for Windows VMs, and mention using PowerShell to create the VM after restoring disks. There is no mention of Linux VM encryption restore, nor are Linux-specific tools or examples provided. This creates friction for Linux users seeking guidance on restoring encrypted Linux VMs.
Recommendations
  • Add a section or links describing the restore process for encrypted Linux VMs, including any differences in workflow or prerequisites.
  • Provide Linux-specific examples or references (e.g., using Azure CLI or Bash scripts) for restoring VMs and disks, especially in scenarios where PowerShell is currently referenced.
  • Clarify in the encrypted VM restore scenario whether the process applies only to Windows VMs, and if so, provide a parallel explanation for Linux VMs or explicitly state the limitation.
Scanned: 2026-01-26 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation for Azure Backup architecture is notably Windows-centric in its coverage of on-premises backup scenarios. It exclusively describes backup methods and agents (MARS, DPM, MABS) that only support Windows machines, with explicit statements that Linux machines aren't supported for direct backup. There are no Linux equivalents or alternative backup approaches mentioned for on-premises Linux systems, and Windows tools and patterns (MARS agent, VSS, DPM/MABS) are discussed in detail, while Linux backup scenarios are omitted.
Recommendations
  • Clearly state the limitations for Linux on-premises backup and provide links or references to alternative solutions for Linux systems (e.g., third-party agents, Azure Backup integration via other means, or Azure-native Linux backup options if available).
  • Add a section or note summarizing how Linux workloads can be protected, even if only via Azure VM backup or other Azure-native features.
  • Where possible, balance the presentation by mentioning Linux support status earlier in the document, so Linux users can quickly understand their options.
  • If Linux backup is not supported for certain scenarios, explicitly mention this and suggest best practices or alternatives.
Medium Priority View Details →
Scanned: 2026-01-26 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation covers restoring both Windows and Linux encrypted Azure VMs, but exhibits bias by providing a PowerShell-based example for VM creation from restored disks without mentioning Linux-native alternatives (such as Azure CLI or ARM templates). The reference to swapping OS disks links only to Windows-specific documentation. Linux restore steps are separated into a brief section, lacking detailed guidance or examples comparable to those for Windows.
Recommendations
  • Provide Azure CLI and/or ARM template examples for creating a VM from restored disks, especially for Linux users.
  • Include a link or section on swapping OS disks for Linux VMs, or clarify the process if it differs from Windows.
  • Ensure that Linux restore steps are as detailed as Windows steps, including troubleshooting and extension reinstallation commands.
  • When referencing tools (e.g., PowerShell), mention cross-platform alternatives where available.
Backup Back Up and Restore Encrypted Azure VMs ...ob/main/articles/backup/backup-azure-vms-encryption.md
Medium Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation generally covers both Windows and Linux Azure VMs with encrypted disks, referencing both ADE (BitLocker for Windows, dm-crypt for Linux) and platform/customer-managed keys. However, there is a notable bias in example commands: the only explicit command-line example for identifying a VM's associated Key Vault uses PowerShell, with no equivalent Azure CLI or Bash example provided. Additionally, PowerShell is mentioned before Azure CLI in the section about setting access policies, and screenshots and instructions are portal-centric, which is neutral but may favor Windows users slightly.
Recommendations
  • Provide equivalent Azure CLI and Bash examples alongside PowerShell commands, especially for tasks like identifying the Key Vault associated with a VM.
  • When mentioning automation options, list Azure CLI and Bash alternatives before or alongside PowerShell to avoid Windows-first ordering.
  • Add explicit Linux/macOS-friendly instructions or notes where relevant, such as command syntax differences or prerequisites.
  • Ensure that all command-line examples are available for both Windows and Linux users, and clarify any OS-specific requirements.
Backup About the Azure Virtual Machine restore process ...cs/blob/main/articles/backup/about-azure-vm-restore.md
Medium Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page describes the Azure VM restore process in a generally OS-agnostic manner, but there is notable bias in the 'Restore an encrypted VM' scenario. This section exclusively references Windows VM encryption and restoration, mentioning PowerShell as the required tool and linking only to Windows-specific guides. There are no Linux VM encryption restore examples or references to Linux tooling (such as Bash or CLI). Additionally, the encrypted VM restore scenario is presented before any mention of Linux equivalents, which are absent.
Recommendations
  • Add guidance and examples for restoring encrypted Linux VMs, including references to Azure Disk Encryption for Linux and relevant restore procedures.
  • Include Linux-specific tooling (such as Bash, Azure CLI, or other Linux-native commands) alongside PowerShell where applicable.
  • Clarify in the encrypted VM restore section whether the instructions are Windows-only, and provide parity for Linux users if supported.
  • Ensure that restore scenarios and examples are balanced between Windows and Linux, or clearly indicate OS-specific limitations.
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation for Azure Backup architecture is notably Windows-centric in its coverage of on-premises backup scenarios. It exclusively describes backup methods for on-premises Windows machines (using the MARS agent and DPM/MABS), with explicit statements that Linux machines aren't supported for direct backup to Azure. There are no Linux examples or equivalent Linux backup tools mentioned for on-premises scenarios, and Windows tools (MARS, DPM, MABS) are referenced throughout, often without Linux alternatives or parity. While Azure VM backup is platform-agnostic, the documentation does not clarify Linux support or provide Linux-specific guidance for on-premises backup.
Recommendations
  • Clearly state the limitations for Linux on-premises backup upfront, and provide links to alternative solutions or third-party tools for Linux backup to Azure if available.
  • Add a dedicated section or callout for Linux users, explaining supported scenarios (e.g., Azure VM backup for Linux VMs) and any workarounds or best practices for Linux data protection.
  • Where possible, mention parity or differences in backup features for Linux VMs versus Windows VMs, especially in tables and feature comparisons.
  • Ensure future documentation updates include Linux-specific examples or guidance when new features or agents support Linux.
Backup Restore VMs by using the Azure portal using Azure Backup ...b/main/articles/backup/backup-azure-arm-restore-vms.md
Medium Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy
Summary
The documentation provides general guidance for restoring Azure VMs using the portal, but there is a notable Windows bias in example links, terminology, and guidance. Windows/PowerShell examples are referenced before or instead of Linux equivalents, and links to Windows-specific documentation are more prevalent. Linux-specific restore scenarios, troubleshooting, and automation are underrepresented, and PowerShell is often suggested as the automation method without mentioning Azure CLI or Bash alternatives.
Recommendations
  • Include explicit Linux VM restore examples and links (e.g., how to attach restored disks to Linux VMs, how to reset SSH keys/passwords using Linux tools).
  • When referencing automation, provide Azure CLI and Bash examples alongside PowerShell, especially in sections like 'Restore disks', 'Restore VMs with special configurations', and 'Post-restore steps'.
  • Balance links to Windows and Linux documentation (e.g., when linking to disk attachment, availability sets, and troubleshooting guides).
  • Clarify when guidance applies equally to both Windows and Linux, and call out Linux-specific considerations (e.g., cloud-init password reset, SSH key usage, VM agent installation on Linux).
  • Add troubleshooting steps for common Linux restore issues (e.g., boot problems, agent installation, SSH access).
Backup Selective Disk Backup and Restore for Azure Virtual Machines .../main/articles/backup/selective-disk-backup-restore.md
Medium Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides both Azure CLI and PowerShell examples for configuring selective disk backup and restore for Azure VMs. However, PowerShell is given a dedicated section with detailed, step-by-step examples, which may be perceived as Windows-centric since PowerShell is most commonly used on Windows. The CLI examples are cross-platform, but PowerShell is presented as an equal or primary automation method, which can create friction for Linux/macOS users. Additionally, PowerShell is mentioned before REST API and after CLI, reinforcing its prominence. There are no Linux-specific CLI examples or shell scripts, and no explicit mention of Bash or Linux-native tooling for automation, aside from a few notes about required Linux utilities (lsblk, lsscsi).
Recommendations
  • Clarify that Azure CLI is fully cross-platform and suitable for Linux/macOS users, and consider presenting CLI examples before PowerShell.
  • Add explicit Bash/shell script examples for common operations to improve accessibility for Linux/macOS users.
  • Where PowerShell is referenced, note that it is available cross-platform, but CLI is typically preferred on Linux/macOS.
  • Add a short section or callout for Linux/macOS users, summarizing recommended tools and approaches.
  • Ensure parity in troubleshooting and advanced scenarios (e.g., error handling, scripting) for Linux/macOS users.
Backup Support matrix for Azure VM backups ...lob/main/articles/backup/backup-support-matrix-iaas.md
Medium Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation provides a comprehensive support matrix for Azure VM backups, covering both Windows and Linux. However, there is a noticeable Windows bias: Windows scenarios and tools (such as PowerShell and MARS agent) are often mentioned first or exclusively, with Linux support described separately and sometimes as 'not supported' for key features (e.g., MARS agent, DPM/MABS). Restore instructions and examples frequently reference PowerShell and Windows-centric workflows, while equivalent Linux CLI or automation examples are missing. Some advanced backup/restore features and file-level restore capabilities are more robust for Windows than Linux, with Linux users encountering more limitations and fewer step-by-step guides.
Recommendations
  • Provide Linux CLI (az CLI, Bash) examples alongside PowerShell for restore and backup operations.
  • Where features are Windows-only (e.g., MARS agent, DPM/MABS), clarify alternatives or workarounds for Linux users.
  • Ensure that restore workflows and file-level restore instructions include Linux-specific guidance and troubleshooting.
  • List Linux support and examples before or alongside Windows in tables and documentation sections where parity exists.
  • Expand documentation on custom script usage for app-consistent Linux backups, including sample scripts and best practices.
Medium Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation covers restoring both Windows and Linux encrypted Azure VMs, but there is a notable Windows bias. PowerShell is referenced as the primary automation method for creating a VM from restored disks, with no equivalent CLI or Linux-native example. The OS disk swap example links only to Windows documentation. Linux-specific restore steps are brief and lack detailed guidance or examples, while Windows-related actions and references appear first or exclusively.
Recommendations
  • Provide Azure CLI or Bash examples for creating a VM from restored disks, alongside PowerShell.
  • Include a link or section for swapping OS disks on Linux VMs, not just Windows.
  • Expand the Linux restore section with step-by-step instructions and code samples (e.g., reinstalling ADE extension, mounting disks).
  • Ensure Linux and Windows examples are presented with equal detail and prominence.
Backup Restore VMs by using the Azure portal using Azure Backup ...b/main/articles/backup/backup-azure-arm-restore-vms.md
Medium Priority View Details →
Scanned: 2026-01-23 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides several examples and guidance using PowerShell and references to Windows-specific documentation (e.g., restoring VMs with custom images, availability sets, and network configurations). Windows/PowerShell patterns are mentioned before or instead of Linux/CLI alternatives, and links for further steps often point to Windows-centric pages. There are few, if any, explicit Linux or Azure CLI examples for VM restore operations, and Linux-specific considerations are limited to brief notes (e.g., cloud-init password reset).
Recommendations
  • Add Azure CLI examples for restoring VMs and disks, especially in sections currently referencing PowerShell.
  • Include links to Linux-specific documentation for tasks like attaching disks, creating VMs from disks, and configuring networking.
  • Where guidance references Windows tutorials (e.g., custom images, availability sets), provide equivalent Linux documentation links.
  • Expand post-restore steps for Linux VMs, such as troubleshooting SSH access, agent installation, and domain rejoin procedures.
  • Ensure that examples and screenshots are not exclusively Windows-focused, and clarify when steps apply equally to Linux VMs.
Backup About the Azure Virtual Machine restore process ...cs/blob/main/articles/backup/about-azure-vm-restore.md
Medium Priority View Details →
Scanned: 2026-01-23 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page describes the Azure VM restore process in a generally platform-neutral way, but there is notable bias in the 'Restore an encrypted VM' scenario. This section exclusively references restoring encrypted Windows VMs and instructs users to use PowerShell to create the VM after restoring disks. There are no equivalent instructions or references for restoring encrypted Linux VMs, nor are Linux command-line tools (such as Azure CLI or Bash) mentioned. The restore scenarios table also lists Windows-specific links for encrypted VM restore, with no Linux parity.
Recommendations
  • Add instructions and examples for restoring encrypted Linux VMs, including any required steps and supported scenarios.
  • Include Azure CLI or Bash examples alongside PowerShell for VM creation after disk restore, where applicable.
  • Clarify in the encrypted VM restore section whether Linux VMs are supported, and if not, explicitly state this limitation.
  • Ensure restore scenarios table covers both Windows and Linux VM restore processes, or clearly delineates platform-specific steps.
Scanned: 2026-01-23 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page for Azure Backup architecture demonstrates a notable Windows bias in its coverage of on-premises backup scenarios. It exclusively describes backup methods and agents (MARS, DPM, MABS) that only support Windows machines, with explicit statements that Linux machines aren't supported for direct backup. There are no Linux-specific backup examples, agents, or equivalent tooling mentioned for on-premises Linux systems. The documentation also presents Windows backup tools and workflows first and in detail, while Linux is only referenced to note its lack of support.
Recommendations
  • Clearly state at the beginning which backup scenarios are Windows-only and provide links or references to Azure-supported backup solutions for Linux (e.g., Azure Backup for Linux VMs, third-party solutions, or Azure Files/Blob backup).
  • Add a dedicated section or callout summarizing Linux backup options in Azure, including supported scenarios and limitations.
  • Where possible, provide parity in examples and workflows for Linux VMs (e.g., how Azure Backup works for Linux VMs, supported features, and any differences).
  • If on-premises Linux backup is not supported, explicitly mention alternative approaches or recommended practices for Linux environments.
Backup Back Up and Restore Encrypted Azure VMs ...ob/main/articles/backup/backup-azure-vms-encryption.md
Medium Priority View Details →
Scanned: 2026-01-23 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation is generally cross-platform and covers both Windows and Linux Azure VMs with encrypted disks. However, there is a notable bias in the 'Provide permissions' section, where only a PowerShell example is given for identifying a VM's associated Key Vault, with no equivalent Azure CLI or Bash example for Linux/macOS users. Additionally, PowerShell is mentioned first in the automation context, and screenshots and instructions are primarily portal-based, which is neutral but could be improved with more CLI parity.
Recommendations
  • Add Azure CLI and Bash examples alongside PowerShell commands, especially for tasks like identifying the Key Vault associated with a VM.
  • Where automation is referenced, provide both PowerShell and Azure CLI links/examples, and mention them equally.
  • Ensure that any code snippets or command-line instructions are available for both Windows and Linux/macOS environments.
  • Explicitly state that all steps can be performed from Linux/macOS using Azure CLI where applicable.
Medium Priority View Details →
Scanned: 2026-01-23 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation covers restoring encrypted Azure VMs for both Windows and Linux, but exhibits some Windows bias. PowerShell is mentioned as the primary automation method for recreating VMs from restored disks, with no equivalent CLI or Linux-native example provided. The OS disk swap note links only to Windows instructions, and Linux restore steps are brief and lack detailed guidance or examples. Windows-related actions and tools are mentioned first or exclusively in some sections.
Recommendations
  • Provide Azure CLI and/or Bash examples for creating a VM from restored disks, alongside PowerShell.
  • Include a link or section for swapping OS disks on Linux VMs, not just Windows.
  • Expand the Linux restore section with step-by-step instructions and example commands for reinstalling the ADE extension and mounting disks.
  • Ensure parity in troubleshooting and next steps for both Windows and Linux VM scenarios.