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 1276-1300 of 1604 flagged pages
Backup Soft delete for SQL server in Azure VM and SAP HANA in Azure VM workloads ...articles/backup/soft-delete-sql-saphana-in-azure-vm.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides detailed instructions for the Azure portal and Azure PowerShell, with all command-line examples using PowerShell. There are no CLI examples for Bash, Azure CLI, or Linux-native tools, and PowerShell is presented as the only scripting option. This creates friction for Linux/macOS users who may not use PowerShell or prefer Bash/Azure CLI.
Recommendations
  • Add equivalent Azure CLI (az backup) commands for all PowerShell examples.
  • Explicitly mention that Azure CLI can be used from Linux/macOS and provide sample commands.
  • Include notes or links for Linux/macOS users on how to perform these operations without PowerShell.
  • If PowerShell is required, clarify cross-platform support and provide installation guidance for non-Windows users.
Backup Selective Disk Backup and Restore for Azure Virtual Machines .../main/articles/backup/selective-disk-backup-restore.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation provides extensive Azure CLI and PowerShell examples for configuring selective disk backup and restore, with PowerShell examples being prominent and detailed. PowerShell is a Windows-centric tool, and there are no Linux shell (bash) or macOS-specific command examples. Windows-specific tools and terminology (such as drive C, BitLocker, PowerShell cmdlets) are mentioned before their Linux equivalents, and Linux instructions are limited to notes about required utilities (lsblk, lsscsi) rather than full example workflows. No bash or Linux-native scripting examples are provided, and troubleshooting or advanced configuration is shown only with PowerShell or CLI, which may create friction for Linux/macOS users unfamiliar with these tools.
Recommendations
  • Add bash shell examples for common operations (e.g., using az CLI from bash, with Linux-style variable usage and scripting).
  • Provide explicit Linux/macOS workflows for selective disk backup and restore, including troubleshooting steps and automation.
  • Ensure parity in advanced scenarios: show how to modify protection, restore disks, and reset exclusion settings using Linux-native tools and shell scripts.
  • Clarify that Azure CLI is cross-platform and provide guidance for installing and using it on Linux/macOS.
  • Balance terminology: mention Linux/macOS specifics (e.g., root filesystem, dm-crypt) alongside Windows terms, and avoid Windows-first ordering in explanations.
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias primarily through its reliance on PowerShell scripts for troubleshooting and recovery actions (e.g., finding Recovery Services vaults, undeleting file shares). No equivalent Linux/macOS CLI (Azure CLI, Bash) examples or scripts are provided, and references to portal actions are generic but script-based solutions are Windows/PowerShell-centric. This creates friction for Linux/macOS users who may not have access to PowerShell or prefer native tools.
Recommendations
  • Provide Azure CLI or Bash script equivalents for all PowerShell scripts referenced (e.g., for finding Recovery Services vaults, undeleting file shares).
  • Explicitly mention cross-platform alternatives when suggesting script-based solutions.
  • Where possible, show both PowerShell and Azure CLI/Bash examples side-by-side.
  • Clarify which troubleshooting steps can be performed in the Azure portal and which require scripts, and ensure parity for Linux/macOS users.
Backup Tutorial - Back up Azure Database for PostgreSQL server ...lob/main/articles/backup/tutorial-postgresql-backup.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by referencing PowerShell scripts as the primary method for granting database privileges, with Linux alternatives (PG admin or PSQL tool) mentioned only as an afterthought. No explicit Linux/macOS command-line examples or step-by-step instructions are provided, and the flow assumes familiarity with Windows-centric tools and patterns.
Recommendations
  • Provide explicit Linux/macOS examples for privilege assignment using psql and/or pgAdmin, including sample commands.
  • Include step-by-step instructions for running equivalent operations on Linux/macOS (e.g., using bash, psql, or pgAdmin).
  • Present both Windows (PowerShell) and Linux/macOS (psql/bash) methods side-by-side, or at least give equal prominence.
  • Clarify that PowerShell scripts are not required and offer downloadable scripts or command snippets for Linux environments.
  • Add screenshots or terminal output examples from Linux/macOS environments where relevant.
Backup Troubleshoot encrypted Azure VM backup errors ...icles/backup/backup-azure-encrypted-vm-troubleshoot.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias by referencing PowerShell as the only command-line automation method and not mentioning Linux/macOS equivalents (such as Azure CLI or Bash). The instructions for setting permissions and automation link only to PowerShell-based guides, and there are no examples or guidance for Linux/macOS users. This may create friction for users managing Azure VMs from non-Windows environments.
Recommendations
  • Include Azure CLI and Bash examples alongside PowerShell for all automation steps.
  • Explicitly mention cross-platform tools and provide links to Linux/macOS instructions where relevant.
  • Ensure that troubleshooting steps do not assume the use of Windows-only tools.
  • Add a section clarifying supported management platforms and tools for both Windows and Linux/macOS users.
Backup Overview of Backup center for Azure Backup and Azure Site Recovery ...cs/blob/main/articles/backup/backup-center-overview.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation references sample PowerShell scripts before CLI commands and does not provide explicit Linux/macOS examples or mention Linux tools. The order of examples and tools leans toward Windows-first patterns, and there is no indication of Bash, shell, or Linux-native scripting support. This may create friction for Linux/macOS users seeking parity.
Recommendations
  • Provide explicit Bash or shell script examples alongside PowerShell samples.
  • Clarify that Azure CLI commands work cross-platform and offer examples for Linux/macOS terminals.
  • List CLI and ARM template samples before or alongside PowerShell scripts to avoid Windows-first ordering.
  • Mention Linux/macOS compatibility and any platform-specific considerations in relevant sections.
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page for Azure Backup support matrix exhibits a moderate Windows bias. Windows backup scenarios, tools (MARS agent, DPM, MABS), and features are described in detail and presented first, while Linux support is limited and often described in terms of what is not supported. Linux backup options are fewer, and some critical features (such as direct on-premises backup with MARS agent) are unavailable for Linux. The documentation lacks parity in examples and guidance for Linux users, and Windows-centric tools are referenced throughout without Linux alternatives.
Recommendations
  • Provide Linux-first or parallel examples and tables where possible, rather than listing Windows scenarios first.
  • Expand documentation on Linux backup workflows, including supported tools, recommended patterns, and any third-party or Azure-native alternatives.
  • Clearly indicate Linux limitations in context, and offer guidance or workarounds for Linux users.
  • Include more detailed Linux backup scenarios, such as agentless backups, custom script usage, and integration with Azure-native services.
  • Add explicit comparison tables showing feature parity (or gaps) between Windows and Linux, with links to Linux-specific guidance.
Backup MABS (Azure Backup Server) V4 protection matrix .../main/articles/backup/backup-mabs-protection-matrix.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation for MABS v4 protection matrix is heavily focused on Windows workloads, with Windows operating systems and applications listed first and in detail. Linux support is relegated to a single table, with only VM-level protection described and no examples or details for Linux file-level backup or recovery. Windows-specific tools and patterns (e.g., NTFS, VSS, Visual C++, domain concepts) are mentioned throughout, while Linux equivalents are absent.
Recommendations
  • Provide detailed Linux backup and recovery scenarios, including file-level protection and restore procedures.
  • Include Linux-specific examples and supported file systems (e.g., ext4, xfs) in the protection matrix.
  • Clarify limitations and alternatives for Linux users, such as agent-based backup options or integration with native Linux backup tools.
  • Present Linux and Windows workloads with equal prominence and detail, possibly in parallel tables.
  • Mention Linux authentication and domain/workgroup concepts where relevant, or clarify differences.
Backup Quick start - Back up Azure Database for PostgreSQL server ...cles/backup/quick-backup-postgresql-database-portal.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation page demonstrates a moderate Windows bias, primarily through the repeated use and prioritization of PowerShell scripts for critical operations such as granting database privileges. While alternatives like PG admin or PSQL are mentioned, they are listed after PowerShell and lack detailed guidance or examples. This can create friction for Linux/macOS users who may not use PowerShell as their primary tool.
Recommendations
  • Provide explicit, step-by-step examples for Linux/macOS users using native tools (e.g., psql CLI, bash scripts) alongside PowerShell instructions.
  • List Linux/macOS alternatives before or alongside Windows/PowerShell options to avoid implicit prioritization.
  • Include screenshots or terminal output for Linux/macOS workflows where applicable.
  • Clarify that PowerShell is not required and that all steps can be completed using cross-platform tools.
Backup Quickstart - Configure vaulted backup for Azure Files using Azure Bicep ...es/backup/quick-backup-azure-files-vault-tier-bicep.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
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 notable Windows bias. The deployment instructions exclusively use Azure PowerShell, with no Azure CLI or Bash examples provided. The prerequisites specifically call out Azure PowerShell installation, omitting mention of Azure CLI or cross-platform alternatives. The step-by-step deployment workflow assumes PowerShell usage, which is most familiar to Windows users. Linux/macOS users are left without direct guidance for completing the quickstart.
Recommendations
  • Add Azure CLI and Bash examples for template deployment, showing equivalent commands for Linux/macOS users.
  • Update the prerequisites to mention both Azure PowerShell and Azure CLI, clarifying that either can be used.
  • Present deployment options for both PowerShell and CLI, ideally showing CLI first or side-by-side.
  • Link to cross-platform setup guides for Azure CLI and Bicep.
  • Explicitly state that Azure Cloud Shell supports both Bash and PowerShell, and provide instructions for both.
Backup Tutorial - Back up Azure Database for PostgreSQL server ...lob/main/articles/backup/tutorial-postgresql-backup.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by providing PowerShell as the only explicit scripting example for granting privileges to database users, referencing PowerShell scripts multiple times, and mentioning alternatives like PG admin or PSQL only as a secondary option. No Linux/macOS-specific CLI or shell examples are provided, and PowerShell is presented as the primary method for critical steps, which may create friction for Linux/macOS users.
Recommendations
  • Provide equivalent examples using Linux/macOS-native tools (e.g., Bash scripts, psql CLI commands) for database privilege assignment.
  • Explicitly document steps for using PG admin and psql, including sample commands and screenshots where appropriate.
  • Clarify that PowerShell is not required and offer parity in instructions for Linux/macOS environments.
  • Add a section or note on cross-platform compatibility, listing supported tools for each OS.
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias, primarily through the exclusive use of PowerShell scripts for troubleshooting tasks (e.g., finding Recovery Services vaults, undeleting file shares). No equivalent Bash, Azure CLI, or Linux/macOS instructions are provided, and references to scripts are implicitly Windows-centric. This may create friction for Linux/macOS users who do not have PowerShell installed or prefer native tools.
Recommendations
  • Provide equivalent Azure CLI or Bash script examples for all troubleshooting steps currently covered only by PowerShell scripts.
  • Explicitly mention cross-platform alternatives (e.g., Azure CLI, REST API) alongside PowerShell, and link to relevant documentation.
  • Clarify which scripts/tools are platform-specific and recommend installation steps or alternatives for non-Windows users.
  • Where screenshots or UI instructions are given, ensure they are not Windows-specific unless necessary.
Backup About the Azure Virtual Machine restore process ...cs/blob/main/articles/backup/about-azure-vm-restore.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exhibits Windows bias by referencing PowerShell as the tool for restoring encrypted VMs, and by linking only to Windows-specific disk encryption guides. There are no examples or guidance for restoring encrypted Linux VMs, nor are Linux command-line tools or patterns mentioned. This may cause confusion or extra effort for Linux users seeking parity in restore operations.
Recommendations
  • Include explicit instructions and examples for restoring encrypted Linux VMs, including references to relevant Linux disk encryption documentation.
  • Mention Linux command-line tools (such as Azure CLI or Bash scripts) alongside PowerShell when describing restore procedures.
  • Provide parity in linked resources, ensuring both Windows and Linux VM restore scenarios are covered.
  • Clarify whether the restore process is OS-agnostic or if there are OS-specific steps, especially for encryption and disk handling.
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation page references PowerShell as a primary automation method and repeatedly highlights PowerShell and Runbooks in example workflows before mentioning cross-platform alternatives. While Azure CLI, SDKs, Terraform, and Ansible are listed as supported, practical examples and scenario guidance focus on PowerShell, with no Linux/macOS-specific examples or shell scripts provided.
Recommendations
  • Provide explicit Linux/macOS shell (bash) examples alongside PowerShell for common automation tasks.
  • Ensure CLI examples are shown before or alongside PowerShell, emphasizing cross-platform parity.
  • Include sample workflows using Ansible, Terraform, or Python SDK for automation scenarios.
  • Clarify that PowerShell Core is cross-platform, or specify when Windows-only features are used.
  • Add links to Linux/macOS-specific documentation or troubleshooting guides.
Backup Quickstart - Configure vaulted backup for Azure Data Lake Storage using ARM or Bicep template ...ata-lake-storage-backup-configure-quickstart-arm-bicep.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation provides only PowerShell deployment examples for both ARM and Bicep templates, with no mention of Azure CLI, Bash, or Linux/macOS-specific instructions. PowerShell is a Windows-centric tool, and while Azure Cloud Shell supports PowerShell, many Linux/macOS users prefer Azure CLI or Bash. The lack of alternative examples creates friction for non-Windows users.
Recommendations
  • Add Azure CLI deployment examples for both ARM and Bicep templates.
  • Include Bash script examples for template deployment.
  • Explicitly mention that Azure Cloud Shell supports both PowerShell and Bash, and clarify cross-platform options.
  • Provide guidance for Linux/macOS users on installing and using Azure CLI and Bicep.
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy Missing Linux Example
Summary
The glossary page shows a moderate Windows bias. Windows-specific technologies (such as VSS, DPM, MABS, MARS agent) are described in detail or referenced directly, while Linux equivalents are either missing, less detailed, or only mentioned in passing (e.g., 'pre or post scripts for Linux'). Windows tools and concepts (like VSS, DPM, MABS) are referenced without Linux alternatives, and Windows terminology is often presented first or exclusively. There are no explicit Linux/macOS examples or tool references.
Recommendations
  • Where Windows-specific tools or technologies (e.g., VSS, DPM, MABS, MARS agent) are mentioned, add equivalent Linux backup concepts or clarify Linux support (e.g., mention LVM snapshots, native Linux backup agents, or scripting approaches).
  • In sections like 'Application consistent backup', provide equal detail for Linux (e.g., describe how application consistency is achieved on Linux, not just 'pre or post scripts').
  • When referencing documentation for Windows tools, also link to Linux backup documentation or best practices where available.
  • Avoid always listing Windows tools or concepts first; strive for parallel structure (e.g., 'VSS (Windows) or LVM snapshots (Linux)').
  • Explicitly state when a feature is Windows-only, and, if possible, provide Linux alternatives or workarounds.
Backup Configure Vaulted Backup for Azure Data Lake Storage using Azure portal, PowerShell, or Azure CLI ...les/backup/azure-data-lake-storage-configure-backup.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation provides three pivots: Azure portal, PowerShell, and Azure CLI. PowerShell is given a dedicated section with detailed, step-by-step examples and cmdlets, reflecting a Windows-centric approach. The CLI section is present and reasonably detailed, but PowerShell is listed before CLI, and the prerequisites for PowerShell include explicit instructions to install Azure PowerShell (a Windows-first tool). There are no Linux/macOS-specific notes or examples, and the CLI examples do not mention shell environments or platform-specific considerations. The overall structure and example order suggest a bias toward Windows and PowerShell users.
Recommendations
  • Add explicit notes or examples for Linux/macOS users, especially in the CLI section (e.g., bash/zsh usage, environment setup).
  • Ensure CLI examples are as detailed and comprehensive as PowerShell examples, including troubleshooting and advanced scenarios.
  • Consider listing CLI before PowerShell, or at least alternating the order in different documentation pages to avoid implicit prioritization.
  • Include a table or section comparing PowerShell and CLI commands for common tasks.
  • Add links or references to installing and using Azure CLI on Linux/macOS.
Backup Troubleshoot Azure Kubernetes Service backup ...backup/azure-kubernetes-service-backup-troubleshoot.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page focuses on troubleshooting Azure Kubernetes Service (AKS) backup and restore operations. While most command-line examples use Azure CLI and kubectl, which are cross-platform, all portal-based instructions and screenshots reference the Azure portal UI, which is identical across OSes but may be more familiar to Windows users. Critically, there are no references to Windows-specific tools (e.g., PowerShell), nor are there examples using Linux/macOS-specific shell features. However, in several sections, instructions for tasks such as scaling node pools or updating extension configurations are given only via the Azure portal UI, with no equivalent CLI or YAML manifest examples. This creates friction for Linux/macOS users who may prefer or require command-line automation.
Recommendations
  • For every Azure portal UI workflow (e.g., scaling node pools, updating extension configuration), provide equivalent Azure CLI and/or kubectl YAML manifest examples.
  • Explicitly mention that Azure CLI and kubectl commands are cross-platform and can be run on Windows, Linux, or macOS.
  • Where screenshots are used, clarify that the portal UI is accessible from any OS and provide CLI alternatives for headless environments.
  • Avoid assuming users have access to a graphical environment; offer full command-line instructions for all critical operations.
Backup Back up Azure Kubernetes Service (AKS) using Azure CLI ...p/azure-kubernetes-service-cluster-backup-using-cli.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation is generally cross-platform, using Azure CLI for all main examples, which works on Windows, Linux, and macOS. However, there is a notable section in 'Install Backup Extension' where PowerShell-style syntax (backticks for line continuation, $variable assignment) is used for creating a private endpoint, which is specific to Windows/PowerShell. This may confuse Linux/macOS users, who use Bash syntax. Additionally, the mention of Azure PowerShell as an alternative is given before any Linux-specific alternatives, and the PowerShell example appears before any Bash equivalent.
Recommendations
  • Provide Bash equivalents for all PowerShell examples, especially for multi-line commands and variable assignment.
  • Clearly indicate when a command is PowerShell-specific and provide a Bash alternative side-by-side.
  • Avoid using Windows/PowerShell syntax in CLI documentation unless explicitly targeting Windows users.
  • Ensure variable assignment and multi-line commands use syntax compatible with Bash (e.g., \ for line continuation, export for variables).
  • When referencing alternative tools (e.g., Azure PowerShell), mention cross-platform options (e.g., Bash, Cloud Shell) equally.
Backup Back up Azure Database for PostgreSQL - Flexible Server using Azure CLI ...p/back-up-azure-database-postgresql-flex-backup-cli.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation primarily uses Azure CLI commands, which are cross-platform, but there is a notable Windows bias in the backup-instance create example: the file path is given in Windows format ('.\OSSBkpInstance.JSON'), and there is no explicit Linux/macOS equivalent shown. Additionally, examples do not clarify shell differences or provide Linux/macOS-specific guidance, which could create friction for non-Windows users.
Recommendations
  • Provide both Windows (PowerShell/CMD) and Linux/macOS (bash/zsh) file path and command examples where relevant.
  • Explicitly mention that Azure CLI is cross-platform and note any shell-specific syntax differences (e.g., file paths, environment variable usage).
  • Add a Linux/macOS example for the backup-instance create command, e.g., using './OSSBkpInstance.JSON' instead of '.\OSSBkpInstance.JSON'.
  • Include a note or section on running these commands in bash/zsh, especially for users on Linux/macOS.
Backup Restore Azure Kubernetes Service (AKS) using Azure Backup ...les/backup/azure-kubernetes-service-cluster-restore.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits Windows bias primarily by referencing Azure PowerShell as an alternative method for restoring AKS clusters, without mentioning or providing examples for Linux/macOS-friendly tools such as Azure CLI or Bash scripts. The only command-line alternative linked is PowerShell, which is most commonly used on Windows. No Linux-specific instructions, examples, or parity guidance are provided, and the main walkthrough is GUI-based, which is cross-platform but does not address command-line parity for non-Windows users.
Recommendations
  • Add equivalent Azure CLI examples and instructions for restoring AKS clusters, ensuring Linux/macOS users have clear guidance.
  • Explicitly mention that the GUI steps are cross-platform and can be performed from any OS with a browser.
  • Where PowerShell is referenced, also link to or provide Bash/Azure CLI alternatives.
  • Include a section or note on platform compatibility for all tools mentioned.
  • Ensure that any referenced scripts or automation examples are available in both PowerShell and Bash/CLI formats.
Backup Back up Azure Kubernetes Service by using Azure Backup ...cles/backup/azure-kubernetes-service-cluster-backup.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. It repeatedly references Azure PowerShell as an alternative to the Azure portal, both in the introduction and in the 'Next steps' section, but does not mention Azure CLI or provide Linux/macOS-specific command-line examples. There are no explicit Linux or cross-platform command-line instructions, and the only shell command shown is 'kubectl', which is cross-platform but not Azure-specific. The documentation does not acknowledge or guide users toward Azure CLI, which is the preferred cross-platform tool for many Linux/macOS users.
Recommendations
  • Add references and links to Azure CLI documentation and examples alongside Azure PowerShell throughout the page.
  • Where PowerShell is mentioned, also mention Azure CLI as an alternative, and provide equivalent CLI commands.
  • In the 'Next steps' section, include links to Azure CLI guides for backup and restore operations.
  • Explicitly state that all steps can be performed from Linux/macOS using Azure CLI and kubectl, and provide sample commands.
  • Ensure screenshots and UI instructions do not assume a Windows environment.
Backup Back up Azure Local virtual machines with MABS ...e-stack-hyperconverged-infrastructure-virtual-machines.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation is heavily oriented toward Windows environments, with exclusive references to Windows tools (MABS, Hyper-V, Windows Server), PowerShell commands for firewall configuration, and Windows-specific agent installation steps. Linux support is mentioned only briefly, with minimal detail and no Linux-specific examples or procedures. There are no instructions or screenshots for Linux VM backup or recovery, and prerequisites for Linux are limited to a single line about file-consistent snapshots.
Recommendations
  • Provide step-by-step instructions for backing up and recovering Linux VMs, including agent installation and configuration on Linux guests.
  • Include Linux-specific command-line examples (e.g., bash, systemctl) for agent deployment and troubleshooting.
  • Add screenshots or terminal output relevant to Linux VM backup and recovery processes.
  • Clarify limitations and supported features for Linux VMs, and offer guidance for common Linux backup scenarios.
  • Present Windows and Linux instructions in parallel sections, or clearly indicate OS-specific steps throughout.
Backup Tutorial - Back up Azure Managed Disks using Azure Backup ...main/articles/backup/back-up-managed-disks-tutorial.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation focuses exclusively on Azure Portal UI steps and references scripting via PowerShell and Azure CLI for automation, but does not provide any explicit Linux/macOS examples or mention platform-specific differences. PowerShell is referenced before CLI, and no Bash or Linux-specific instructions are given. There is no mention of Linux/macOS tools, nor any screenshots or examples showing those environments.
Recommendations
  • Provide explicit Azure CLI (bash) examples alongside PowerShell, especially for automation tasks.
  • Clarify that Azure CLI is cross-platform and provide sample commands for Linux/macOS users.
  • Include notes or sections highlighting any platform-specific differences or requirements for Linux/macOS users.
  • Ensure that scripting references do not default to PowerShell, or at least present CLI/Bash examples first or equally.
  • Add screenshots or terminal examples from Linux/macOS environments 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: 2026-01-13 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 demonstrates a moderate Windows bias. Examples and guidance for VM restore operations frequently reference Windows-specific tools (such as PowerShell and Windows tutorials), and Windows terminology is often presented first or exclusively. There are multiple links and instructions for Windows VM scenarios, while Linux-specific instructions, examples, or references are minimal or absent. Where Linux is mentioned (e.g., cloud-init distributions), the guidance is brief and lacks parity with the detailed Windows instructions.
Recommendations
  • Provide equivalent Linux examples and references alongside Windows ones (e.g., show how to create/restore VMs using Azure CLI or ARM templates, not just PowerShell).
  • When linking to tutorials or documentation, include both Windows and Linux versions (e.g., /azure/virtual-machines/linux/ URLs as well as /windows/).
  • In sections discussing restoring VMs with special configurations, add Linux-specific scenarios (e.g., restoring VMs with SSH keys, Linux network configurations, or Linux-specific extensions).
  • For post-restore steps, include Linux command-line examples (e.g., using Azure CLI or Bash) and troubleshooting steps relevant to Linux VMs.
  • Avoid presenting Windows tools or patterns (like PowerShell) as the default or only option; always mention cross-platform alternatives.
  • Ensure screenshots and walkthroughs are not Windows-centric, or provide Linux equivalents where applicable.