688
Total Pages
395
Linux-Friendly Pages
293
Pages with Bias
42.6%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

1657 issues found
Showing 701-725 of 1657 flagged pages
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/files-whats-new.md ...cs/blob/main/articles/storage/files/files-whats-new.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. Windows terminology, tools, and features (such as PowerShell, Windows Server, and SMB) are frequently mentioned, often before or in greater detail than their Linux/NFS equivalents. Examples and instructions tend to reference Windows or PowerShell first, with Linux/NFS features sometimes mentioned later or less prominently. Some features (e.g., Azure File Sync agent via Azure Arc) are described as Windows-only, and there is a lack of Linux-specific examples or parity in agent tooling and sync scenarios.
Recommendations
  • Ensure Linux/NFS features and tools are mentioned with equal prominence and detail as Windows/SMB features.
  • Provide Linux-specific examples and instructions (e.g., mounting, backup, sync) alongside Windows/PowerShell examples.
  • Where agent or extension support is Windows-only, clarify Linux alternatives or roadmap for parity.
  • Include references to Linux command-line tools (such as shell scripts, mount commands, or relevant Azure CLI usage for Linux) in feature descriptions.
  • Review and update documentation to avoid defaulting to Windows terminology or tools when cross-platform alternatives exist.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-auth-hybrid-identities-enable.md ...tps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-auth-hybrid-identities-enable.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools Powershell Heavy
Summary
The documentation page exhibits a strong Windows bias. All operating system prerequisites, configuration steps, and client setup instructions are exclusively for Windows environments (Windows 10/11/Server, Windows File Explorer, Windows registry, Group Policy, Intune, PowerShell, and Windows-specific commands like 'reg' and 'ksetup'). There are no examples, instructions, or mentions of Linux or macOS clients, nor any cross-platform SMB tooling or Kerberos configuration guidance for non-Windows systems. Windows tools and patterns (PowerShell, File Explorer, registry edits, Group Policy) are presented as the only options, and the documentation assumes a Windows-centric deployment throughout.
Recommendations
  • Add explicit guidance for Linux and macOS clients, including supported scenarios and limitations.
  • Provide examples for configuring Kerberos ticket retrieval and SMB mounting on Linux (e.g., using 'kinit', 'mount.cifs', and relevant configuration files like /etc/krb5.conf).
  • Document any Azure Files SMB and Microsoft Entra Kerberos authentication support for non-Windows platforms, or clearly state if such support is unavailable.
  • Include troubleshooting steps and tools for Linux/macOS environments.
  • Clarify whether features like share-level permissions and ACLs can be managed from non-Windows clients, and if so, provide instructions.
  • If Linux/macOS support is not available, add a prominent note at the top of the documentation to inform users.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-faq.md .../blob/main/articles/storage/files/storage-files-faq.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a significant Windows bias. Most operational examples, troubleshooting steps, and tool references are Windows-centric, with frequent use of Windows-specific tools (PowerShell, cmd, regedit, File Explorer, icacls, net use, cmdkey) and patterns. Linux is mentioned in the introduction and in NFS contexts, but there are no Linux-specific operational examples or parity in instructions for common tasks (such as credential removal, file attribute management, or ACL inspection). The documentation assumes the reader is using Windows for Azure File Sync and SMB scenarios, and only provides Linux tooling guidance in the NFS section.
Recommendations
  • For every PowerShell or Windows command (e.g., Get-ChildItem, Get-ACL, net use, cmdkey, reg add), provide equivalent Linux/macOS commands where applicable (e.g., using smbclient, mount.cifs, setfacl, getfacl, or shell scripts).
  • When discussing file attribute management, include Linux equivalents (e.g., using lsattr, chattr, or stat for file attributes).
  • For credential management, describe how to clear or manage SMB credentials on Linux/macOS (e.g., using the 'mount' command with different credentials, or clearing credentials from the kernel keyring).
  • When referencing File Explorer or Windows UI, also mention how to perform similar tasks in Linux desktop environments (e.g., using Nautilus, Dolphin, or command-line tools).
  • In sections about auditing, ACLs, and access control, provide guidance for Linux environments (e.g., using auditd, setfacl/getfacl, or syslog for auditing and permissions).
  • Explicitly call out any features or limitations that are Windows-only, and provide Linux/macOS alternatives or workarounds where possible.
  • Reorganize sections to avoid always presenting Windows/PowerShell instructions first; consider parallel presentation or alternating order.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-networking-dns.md ...articles/storage/files/storage-files-networking-dns.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias. All code examples use PowerShell cmdlets and reference Windows DNS Server, with no Linux or cross-platform alternatives provided. The prerequisites specifically mention the Azure PowerShell module, and all DNS configuration steps use Windows-centric tools (e.g., Add-DnsServerConditionalForwarderZone, Resolve-DnsName, Test-NetConnection). There are no examples or guidance for configuring DNS forwarding using Linux-based DNS servers (such as BIND or dnsmasq), nor are there CLI or shell script alternatives for Linux environments.
Recommendations
  • Add equivalent Linux examples for DNS forwarding, using common tools like BIND (named.conf), dnsmasq, or Unbound.
  • Provide shell script or CLI commands (e.g., Azure CLI, dig, nslookup) for DNS testing and configuration.
  • Explicitly mention that the steps can be performed on Linux-based DNS servers and link to relevant documentation.
  • Include configuration file snippets for Linux DNS servers showing how to set up conditional forwarding.
  • Balance the order of presentation so that Linux and Windows approaches are given equal prominence.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/migrate-files-storage-mover.md .../articles/storage/files/migrate-files-storage-mover.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Windows-centric migration tools (Robocopy), mentioning Windows Server as a primary source, and omitting Linux-specific migration examples or tools. While it states that SMB sources can be Windows, Linux, or NAS, all detailed steps, tool references, and migration alternatives focus on Windows environments. There are no Linux command-line examples, nor are Linux migration tools or patterns discussed.
Recommendations
  • Include explicit Linux migration examples, such as using Linux SMB mounts as sources and providing step-by-step instructions for Linux environments.
  • Reference Linux-native tools (e.g., smbclient, rsync over SMB) where appropriate, and compare their use to Windows tools like Robocopy.
  • Clarify agent deployment and registration steps for Linux-based VMs, including any OS-specific requirements or differences.
  • Add troubleshooting and verification steps tailored for Linux users, such as checking file permissions and metadata after migration.
  • Ensure that alternative migration methods (in 'See also') include Linux-relevant options, not just Windows tools.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-multiple-forests.md ...orage/files/storage-files-identity-multiple-forests.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation is heavily Windows-centric, with all examples, tools, and instructions based on Windows environments. It exclusively references Windows tools (Active Directory Domains and Trusts console, DNS Manager, File Explorer, icacls, setspn, net use, klist), and PowerShell commands are used for sync operations. There are no Linux equivalents or cross-platform instructions provided, and all procedures assume Windows domain-joined machines and administrative consoles.
Recommendations
  • Add equivalent instructions for Linux environments, such as using Samba for domain joining and Kerberos authentication.
  • Provide Linux command-line examples for mounting SMB shares (e.g., using mount.cifs or smbclient) and managing permissions (e.g., setfacl).
  • Include guidance for configuring Kerberos and SPNs on Linux, referencing relevant tools and configuration files (krb5.conf, net ads, etc.).
  • Describe how to validate trust and authentication using Linux tools (e.g., klist, smbclient) and provide troubleshooting steps for Linux clients.
  • Clarify any Azure Files features or limitations that are specific to Windows and document Linux support status where applicable.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/understanding-billing.md ...b/main/articles/storage/files/understanding-billing.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Windows First Windows Heavy Examples Missing Linux Example
Summary
The documentation page exhibits a moderate Windows bias. It repeatedly references Windows-specific concepts and tools, such as Volume Shadow Copy Service (VSS) and Azure File Sync for Windows file servers, without providing equivalent Linux examples or alternatives. Windows is mentioned first in several comparative tables and explanations, and the only concrete integration example for hybrid/on-premises sync is for Windows. There is a lack of Linux-specific instructions, tools, or parity for features like file sync, snapshots, and migration. Additionally, references to sparse files link only to Windows documentation.
Recommendations
  • Provide Linux-specific examples and instructions for features such as snapshots, file migration, and hybrid sync (e.g., using NFS, rsync, or other Linux-native tools).
  • Include references to Linux equivalents for concepts like VSS (e.g., LVM snapshots, rsnapshot, or other Linux snapshot tools).
  • When discussing file system features (e.g., sparse files), link to both Windows and Linux documentation.
  • Add parity for hybrid/on-premises sync solutions, such as guidance for integrating Azure Files with Linux servers (e.g., using SMB/NFS mounts, third-party sync tools, or Azure Data Box).
  • Ensure comparative tables and explanations mention Linux and macOS equally, and avoid listing Windows first unless contextually justified.
  • Explicitly state any limitations or differences for Linux users, and provide workarounds or alternatives where possible.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-configure-s2s-vpn.md ...icles/storage/files/storage-files-configure-s2s-vpn.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Powershell Heavy
Summary
The documentation page demonstrates a moderate Windows bias. It explicitly recommends Windows Server RRAS as the default on-premises VPN appliance if none exists, mentioning it before any Linux alternatives. The only specific on-premises appliance configuration guidance is for Windows Server, with no mention of Linux-based VPN solutions (e.g., StrongSwan, Openswan, Libreswan, or VyOS). While Azure CLI and PowerShell examples are provided in parallel, PowerShell (a Windows-centric tool) is given equal prominence, and some steps (such as retrieving the public IP address) only show PowerShell commands. The mounting instructions do link out to Linux and macOS guides, but the main VPN configuration narrative is Windows-centric.
Recommendations
  • Explicitly mention Linux-based VPN appliances (e.g., StrongSwan, Openswan, Libreswan, VyOS) as viable on-premises options alongside Windows RRAS.
  • Provide links or example configuration steps for a popular Linux VPN appliance (such as StrongSwan) in the 'Configure on-premises network appliance' section.
  • When referencing PowerShell commands, also provide equivalent Azure CLI or bash commands for Linux users, especially for steps like retrieving the public IP address.
  • In the prerequisites, avoid suggesting Windows Server RRAS as the default option; instead, present both Windows and Linux options equally.
  • Consider adding a short table or section comparing common Windows and Linux VPN appliance choices, with links to official configuration guides.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/files-disaster-recovery.md ...main/articles/storage/files/files-disaster-recovery.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a Windows bias in several ways. References to Azure File Sync (a Windows-only tool) are prominent and appear early, with links to Windows-centric recovery guides. Examples and instructions for querying the Last Sync Time property mention Azure PowerShell first, and do not provide explicit Linux or cross-platform CLI examples inline. The documentation does not mention Linux-specific tools or patterns for mounting/unmounting SMB/NFS shares, nor does it provide parity for Linux failover or recovery scenarios. Overall, Windows tools and patterns are referenced before or instead of Linux equivalents.
Recommendations
  • Provide explicit Linux examples for all operations, especially for querying properties (e.g., using Azure CLI or REST API from Linux).
  • Include guidance and examples for mounting/unmounting SMB/NFS shares on Linux clients during failover and recovery.
  • Mention Azure File Sync's Windows-only nature clearly, and offer alternative strategies for Linux environments.
  • Ensure that instructions for initiating failover and checking sync status are shown for both PowerShell and Azure CLI, with CLI examples given equal prominence.
  • Add a section or callouts for Linux-specific disaster recovery considerations and best practices.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/nfs-root-squash.md ...cs/blob/main/articles/storage/files/nfs-root-squash.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page provides configuration instructions for root squash settings on NFS Azure file shares, but the command-line examples are heavily focused on Azure PowerShell and Azure CLI, both of which are most commonly used on Windows. There are no examples using native Linux tools (such as Bash scripts or REST API via curl), nor is there guidance for Linux-specific workflows. The PowerShell examples are presented before CLI, and there is no mention of Linux-native management patterns.
Recommendations
  • Add examples using Bash and native Linux tools (e.g., curl with Azure REST API, or az CLI from a Linux shell).
  • Clarify that Azure CLI is cross-platform and provide explicit Linux usage instructions (e.g., running az CLI on Ubuntu).
  • Include Linux-specific context, such as managing NFS shares from a Linux server, and demonstrate how to verify root squash settings using Linux commands (e.g., showmount, nfsstat).
  • Reorder examples to present cross-platform or Linux-native options first, or at least equally with Windows/PowerShell.
  • Mention that PowerShell Core is available on Linux, if relevant, but do not assume Windows as the default platform.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-ad-ds-overview.md ...storage/files/storage-files-identity-ad-ds-overview.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows terminology, tools, and examples throughout. Windows OS versions are listed first, domain join instructions link only to Windows documentation, and file-level permissions are described exclusively using Windows ACLs/DACLs. Troubleshooting and mounting guidance reference Windows-specific resources, with no equivalent Linux instructions or examples provided. Linux support is mentioned only briefly and generically, without actionable steps or parity in guidance.
Recommendations
  • Provide explicit Linux examples for mounting Azure file shares using AD DS authentication (e.g., using cifs-utils, mount.cifs, and Kerberos configuration on Ubuntu/RHEL/SLES).
  • Include links to Linux domain join documentation (e.g., using realmd, sssd, or samba for joining Linux VMs to AD DS).
  • Describe how file and directory permissions can be managed on Linux clients, including mapping Windows ACLs to POSIX permissions or using tools like 'smbcacls'.
  • Add troubleshooting guidance for Linux mounting errors, similar to the Windows troubleshooting link.
  • Ensure that all steps and prerequisites are presented with both Windows and Linux options, rather than Windows-first or Windows-only instructions.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-migration-nas-hybrid-databox.md ...ge/files/storage-files-migration-nas-hybrid-databox.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools Powershell Heavy
Summary
The documentation is heavily biased towards Windows environments. It exclusively describes migration to Windows Server, uses Windows-specific tools (Robocopy, Event Viewer), and does not provide any Linux or cross-platform alternatives or examples. All instructions, troubleshooting, and recommendations are tailored for Windows Server, with no mention of Linux-based servers, tools, or migration patterns.
Recommendations
  • Add guidance for migrating NAS data directly to Azure Files from Linux servers, including supported tools such as rsync, cp, or azcopy.
  • Provide Linux-specific examples and commands for copying data to Data Box SMB shares and Azure File Shares.
  • Include troubleshooting steps and monitoring instructions for Linux environments, such as using syslog, journalctl, or other Linux-native tools.
  • Clarify whether Azure File Sync or similar hybrid solutions are available for Linux, and if not, suggest alternative architectures for Linux-based on-premises systems.
  • Ensure parity in documentation structure by presenting Linux options and examples alongside Windows instructions, not only as afterthoughts.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-migration-robocopy.md ...cles/storage/files/storage-files-migration-robocopy.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page is heavily biased toward Windows environments. It exclusively describes migration using RoboCopy, a Windows-native tool, and all examples, instructions, and troubleshooting steps assume the use of Windows Server and Windows-specific features (e.g., mounting SMB shares as network drives, using Windows Server QoS, running commands in elevated PowerShell or console windows). Although Linux is mentioned as a possible source, there are no Linux-specific migration instructions, examples, or alternative tools provided. The page does not address how to perform similar migrations from or on Linux systems, nor does it mention Linux equivalents to RoboCopy.
Recommendations
  • Include Linux-specific migration instructions, such as using rsync, smbclient, or other Linux-compatible SMB tools to migrate files to Azure file shares.
  • Provide example commands for Linux environments, showing how to mount Azure file shares and perform file migrations.
  • Discuss limitations and considerations for Linux-based migrations, including file fidelity, ACLs, and performance.
  • Present alternative migration routes that do not require a Windows intermediary, or clarify when a Windows machine is required.
  • Ensure troubleshooting and optimization sections include advice relevant to Linux systems (e.g., tuning rsync, handling permissions, network throttling on Linux).
  • Balance the order of presentation so that Linux options are mentioned alongside Windows options, not only as a footnote.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/queues/assign-azure-role-data-access.md ...ticles/storage/queues/assign-azure-role-data-access.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing detailed PowerShell examples and referencing PowerShell before Azure CLI in both the tab order and explanatory text. There are no explicit Linux or Bash-specific examples, nor any mention of Linux-specific considerations or tools. The Azure CLI example is present, but the overall structure and example order favor Windows/PowerShell usage patterns.
Recommendations
  • Add explicit Bash/Linux shell examples for Azure CLI usage, including command syntax and environment notes.
  • Reorder tabs or examples so that Azure CLI (cross-platform) appears before PowerShell (Windows-centric).
  • Include notes or sections clarifying that Azure CLI works natively on Linux/macOS, and provide troubleshooting tips for those platforms.
  • Where PowerShell is referenced, also mention PowerShell Core (cross-platform) and clarify usage on non-Windows systems.
  • Avoid language that implies PowerShell is the default or preferred method; present Azure CLI and PowerShell as equal alternatives.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-ad-ds-enable.md ...s/storage/files/storage-files-identity-ad-ds-enable.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation is heavily biased towards Windows environments, with all examples and instructions using Windows PowerShell, Windows AD DS, and Windows-specific tools (e.g., Setspn, Active Directory PowerShell module). There are no Linux or cross-platform alternatives provided for enabling AD DS authentication for Azure Files, nor any mention of how Linux clients or administrators might approach this scenario. The documentation assumes a Windows-centric IT environment throughout.
Recommendations
  • Add guidance for Linux administrators, including how to interact with AD DS from Linux (e.g., using Samba tools, ldap utilities, or Kerberos configuration).
  • Provide Linux command-line examples for relevant steps, such as creating service accounts, setting SPNs, and managing Kerberos keys.
  • Clarify client compatibility: explicitly state how Linux SMB clients can authenticate to Azure Files with AD DS, and what configuration is required.
  • Mention any cross-platform limitations or requirements, and link to resources for Linux/Unix integration with AD DS.
  • Where possible, use Azure CLI or REST API examples in addition to PowerShell, as these are cross-platform.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/migrate-files-between-shares.md ...articles/storage/files/migrate-files-between-shares.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page exclusively describes file migration using Robocopy, a Windows-only tool, and instructs users to deploy a Windows VM for the process. No Linux tools or examples (such as rsync, cifs-utils, or smbclient) are mentioned, nor is there guidance for performing similar migrations from Linux environments. The instructions and examples are Windows-centric, indicating a clear Windows bias.
Recommendations
  • Add equivalent migration instructions for Linux environments, using tools such as rsync, smbclient, or mount.cifs.
  • Provide Linux command-line examples for mounting SMB Azure file shares and copying data.
  • Mention cross-platform tools (e.g., AzCopy, which is referenced in 'See also') earlier in the page and clarify their applicability.
  • Include a section comparing Windows and Linux approaches, highlighting pros and cons for each.
  • Avoid assuming the user will deploy a Windows VM; suggest Linux VM options where appropriate.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-auth-domain-services-enable.md ...https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-auth-domain-services-enable.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation exhibits a Windows bias by prioritizing Windows-specific instructions, tools, and examples. Windows VMs and PowerShell are emphasized throughout, with detailed PowerShell and Windows Server Active Directory cmdlet instructions provided. Linux support is only briefly mentioned, with no equivalent Linux command-line or tool examples for key operations such as enabling AES-256 encryption or domain joining. The guidance for Linux users is limited to a single link, and there are no Linux-native command examples or troubleshooting steps.
Recommendations
  • Provide parallel Linux examples for all major steps, including enabling Microsoft Entra Domain Services authentication and configuring AES-256 encryption (e.g., using realm, samba, or relevant Linux tools).
  • Include Linux CLI commands (such as using kinit, klist, or samba-tool) for Kerberos ticket management and encryption configuration.
  • Explicitly document the process for domain-joining Linux VMs with Microsoft Entra Domain Services, with step-by-step instructions and troubleshooting.
  • Ensure that all PowerShell or Windows-specific instructions are accompanied by equivalent Linux instructions, or clearly state if a feature is not supported on Linux.
  • Add notes or sections highlighting any differences, limitations, or additional requirements for Linux environments.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-migration-linux-hybrid.md .../storage/files/storage-files-migration-linux-hybrid.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily oriented toward Windows Server, with all migration steps and tooling (notably Robocopy) described from a Windows perspective. Linux is only mentioned as the source, and there are no concrete Linux command examples or guidance for Linux-native tools. The migration process assumes and requires a Windows Server as an intermediary, and Windows tools and patterns are presented exclusively and in detail, while Linux alternatives are only referenced in passing.
Recommendations
  • Provide concrete Linux command examples (e.g., using rsync, cp, or scp) for the initial data copy from Linux to Windows, especially for scenarios where Samba is not used.
  • Include a section comparing Windows and Linux copy tools, outlining their fidelity and limitations, and when each is appropriate.
  • Offer guidance for Linux administrators on preparing data for migration, including permissions, metadata preservation, and potential pitfalls.
  • Clarify the process for environments that do not use Samba or SMB on Linux, with step-by-step instructions for copying data directly from Linux file systems to Windows Server.
  • Balance the documentation by presenting Linux-native approaches before or alongside Windows-specific tools like Robocopy.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-networking-endpoints.md ...es/storage/files/storage-files-networking-endpoints.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a moderate Windows bias. Windows tools and patterns (PowerShell, Windows-specific output) are consistently presented before Linux equivalents. PowerShell is given a dedicated tab and detailed example, while Linux-specific tools (such as shell scripting or Linux-native commands) are not highlighted. Output examples are shown for Windows, and there is no explicit mention of Linux-specific mounting or troubleshooting steps. While Azure CLI is included (which is cross-platform), the examples and narrative lean toward Windows environments and tooling.
Recommendations
  • Include explicit Linux and macOS examples for connectivity verification, such as using dig or host commands in addition to nslookup.
  • Provide sample mount commands for both SMB and NFS shares on Linux, including troubleshooting steps for common Linux issues (e.g., SELinux, firewall, cifs-utils).
  • Show output examples from Linux terminals alongside Windows output, to illustrate parity.
  • Add references to Linux-specific documentation or guides for Azure Files networking.
  • Ensure that CLI examples use variables and syntax that are tested on Linux shells (bash/zsh), and clarify any differences in command usage between platforms.
  • Balance the order of presentation so that Windows and Linux approaches are given equal prominence, or alternate which is presented first.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-migration-nas-cloud-databox.md ...age/files/storage-files-migration-nas-cloud-databox.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a strong Windows bias. It exclusively recommends using Windows Server and RoboCopy for file migration, with detailed instructions, command examples, and troubleshooting focused on Windows environments. There is no mention of Linux-based migration tools or workflows, and mounting Azure file shares is described only for Windows. References to networking and authentication also prioritize Windows-centric technologies (DFS-N, Kerberos via AD, Windows VPN). Linux alternatives are either absent or relegated to links without any example or guidance.
Recommendations
  • Add equivalent Linux migration workflows using native Linux tools (e.g., rsync, smbclient, NFS utilities) for copying files from NAS to Azure Files.
  • Provide Linux command examples for mounting Azure file shares (e.g., using mount.cifs or NFS where supported).
  • Include troubleshooting steps and performance tuning tips for Linux-based migrations.
  • Clarify which steps are platform-agnostic and which require Windows, and offer alternatives where possible.
  • Ensure networking and authentication sections reference Linux-compatible solutions (e.g., Kerberos setup on Linux, Linux VPN clients) with practical examples.
  • Balance the order of presentation so that Linux and Windows approaches are given equal prominence.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/zonal-placement.md ...cs/blob/main/articles/storage/files/zonal-placement.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates a Windows bias by exclusively providing command-line examples using Azure PowerShell, a Windows-centric tool, with no mention of Linux-native alternatives such as Azure CLI, Bash, or REST API. All automation examples are PowerShell-based, and there are no Linux shell or cross-platform instructions. The structure presents the Azure portal (GUI, cross-platform) first, but all scripting/automation is Windows-oriented.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell commands, as Azure CLI is cross-platform and widely used on Linux.
  • Include Bash script snippets or instructions for Linux users where appropriate.
  • Reference REST API methods for advanced users who may not use PowerShell.
  • Explicitly state that Azure PowerShell is available on Linux and macOS, or clarify platform requirements for each tool.
  • Consider reordering or parallelizing examples so that Linux-friendly options (Azure CLI, Bash) are presented alongside PowerShell, not only after or below it.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-scale-targets.md .../articles/storage/files/storage-files-scale-targets.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by repeatedly referencing SMB (a Windows-centric protocol) before NFS (Linux-centric), providing detailed information about SMB features (such as metadata caching and SMB Multichannel) while omitting equivalent Linux/NFS examples or features. Windows terminology and tools (e.g., SMB, file handles, backslash path separators) are used exclusively or explained first, with little to no mention of Linux-specific usage patterns, commands, or tools. There are no Linux/NFS usage examples, and the documentation does not address Linux-specific considerations for Azure Files.
Recommendations
  • Include Linux/NFS usage examples and performance considerations alongside SMB/Windows examples.
  • Describe Linux-specific features, limitations, and best practices for Azure Files, such as NFS mount options, file permissions, and integration with Linux tools.
  • Balance protocol explanations by presenting NFS and SMB equally, rather than prioritizing SMB.
  • Use neutral terminology for file paths (e.g., mention both backslash and forward slash separators) and clarify differences for Windows and Linux users.
  • Add references to Linux tools and commands (e.g., mount, nfs-utils) where relevant.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/queues/queues-auth-abac-examples.md ...n/articles/storage/queues/queues-auth-abac-examples.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation provides detailed examples for Azure role assignment conditions for Queue Storage, but all command-line examples use Azure PowerShell, which is primarily a Windows-centric tool. There are no examples using cross-platform CLI tools such as Azure CLI (az), nor are there bash or shell script equivalents. This creates a bias toward Windows users and may hinder Linux/macOS users who prefer or require non-PowerShell tooling.
Recommendations
  • Add equivalent examples using Azure CLI (az) commands, which are cross-platform and widely used on Linux and macOS.
  • Include bash/shell script snippets for condition assignment and testing, alongside PowerShell examples.
  • Explicitly mention that Azure PowerShell is available cross-platform, but provide guidance for users who may not wish to install PowerShell.
  • Ensure that references to command-line tooling do not assume a Windows environment, and provide parity in instructions for Linux/macOS users.
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/smb-performance.md ...cs/blob/main/articles/storage/files/smb-performance.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page provides detailed configuration and verification instructions for Windows clients, including PowerShell commands and Windows-specific tools (robocopy, diskspd.exe), while Linux instructions are limited to a single mount example and kernel prerequisites. Windows is often mentioned first, and Linux parity is not achieved in areas such as performance testing, verification steps, and tooling. There are no Linux equivalents for performance testing or verification commands, and Windows documentation is referenced more prominently.
Recommendations
  • Provide Linux-specific verification steps for SMB Multichannel, such as commands to check active channels (e.g., using 'smbstatus', 'mount', or kernel logs).
  • Include Linux-based performance testing examples, using common tools like 'fio' or 'dd', alongside Windows tools like diskspd.exe.
  • Reference Linux documentation for SMB Multichannel configuration and troubleshooting, not just Windows documentation.
  • Present Windows and Linux instructions in parallel (side-by-side tabs or sections) for all configuration, verification, and troubleshooting steps.
  • List Linux and Windows support equally in introductory and summary sections, avoiding Windows-first ordering.
  • Expand metadata caching registration instructions to include CLI examples for Linux users (e.g., Azure CLI).
Storage https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-assign-share-level-permissions.md ...ps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/storage/files/storage-files-identity-assign-share-level-permissions.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits a Windows bias by repeatedly referencing Windows-specific concepts (such as Windows ACLs), recommending Windows patterns for granular access control, and mentioning Windows tools (e.g., PowerShell cmdlets) for migration and management. Linux equivalents for file-level permissions (e.g., POSIX ACLs) are not discussed, and the documentation does not provide guidance or examples for Linux clients or administrators. All examples and migration tools are Windows-centric, and the documentation assumes familiarity with Windows AD and Kerberos environments.
Recommendations
  • Add explicit guidance and examples for Linux clients, including how to assign and manage share-level permissions from Linux systems.
  • Discuss POSIX ACLs and how they interact with Azure Files, especially for NFS shares or Linux SMB clients.
  • Provide parity in tooling by including Linux command-line examples (e.g., using smbclient, mount.cifs, or Azure CLI from Linux shells) for assigning permissions and accessing shares.
  • Clarify how identity-based authentication and RBAC apply to Linux users/groups, and document any limitations or differences.
  • Mention and link to documentation for Linux-based migration tools or scripts, if available, or provide recommendations for cross-platform migration strategies.