252
Total Pages
149
Linux-Friendly Pages
103
Pages with Bias
40.9%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

896 issues found
Showing 26-50 of 896 flagged pages
Azure Netapp Files Configure application volume groups for SAP HANA using REST API ...les/configure-application-volume-group-sap-hana-api.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a bias toward Windows environments by exclusively using Azure CLI and jq (both available on Windows and Linux, but Azure CLI is most commonly used in Windows-centric Azure environments) for all shell examples. There are no PowerShell-specific examples, but the instructions and code samples assume the use of Azure CLI and jq, without mentioning or providing Linux-specific alternatives (such as native bash parsing, curl-only examples, or guidance for Linux users who may not use jq). There is no mention of Linux-specific tools, nor are there examples for Linux-only environments or considerations for Linux users. The documentation also refers to Azure-specific constructs (such as AvSet, PPG, and delegated subnets) that are more familiar to Windows/Azure administrators, and does not provide parity guidance for Linux-centric SAP HANA deployments.
Recommendations
  • Add explicit Linux shell examples using bash and curl without Azure CLI or jq dependencies, or provide alternatives for jq (such as Python or native bash parsing).
  • Clarify that Azure CLI and jq are cross-platform, and provide installation instructions for Linux users.
  • Include notes or examples for Linux-only environments, such as using curl with manual token management, or using other Linux-native tools.
  • Provide guidance for Linux administrators on mapping Azure constructs (AvSet, PPG, delegated subnet) to typical Linux deployment patterns.
  • Ensure that all examples are presented in a way that is platform-neutral, or provide both Windows and Linux variants where relevant.
Azure Netapp Files Configure NFSv4.1 Kerberos encryption for Azure NetApp Files ...es/azure-netapp-files/configure-kerberos-encryption.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates a Windows bias in several areas: it relies on PowerShell commands (Set-ADComputer) for critical configuration steps, references Windows-specific tools (RSAT), and assumes the use of Active Directory Domain Services (AD DS) for Kerberos setup. These instructions are presented before or in place of Linux-native alternatives, despite the target NFS client being Linux. There are no examples or guidance for performing equivalent Kerberos/AD computer account configuration from Linux, nor mention of cross-platform alternatives for managing AD objects.
Recommendations
  • Provide Linux-native alternatives for managing Active Directory computer accounts, such as using 'ldapmodify', 'adcli', or 'realm' commands.
  • Include examples of configuring Kerberos encryption types for AD computer accounts from a Linux host, where possible.
  • Mention and link to cross-platform tools (e.g., Samba's 'net ads', 'ldapmodify') for AD integration and management.
  • Clarify which steps require Windows-only tools and which can be performed from Linux, and provide parity in instructions.
  • Add troubleshooting and verification steps for Linux environments, such as using 'klist', 'ldapsearch', or 'adcli info'.
Azure Netapp Files Create and manage Active Directory connections for Azure NetApp Files ...re-netapp-files/create-active-directory-connections.md
High Priority View Details →
Scanned: 2026-01-12 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 page demonstrates a Windows bias by providing PowerShell commands as the only example for managing Active Directory user encryption types and for registering Azure NetApp Files features. Windows-specific tools and patterns (e.g., Group Policy, registry keys, AD DS concepts) are referenced exclusively or before any Linux equivalents. There is a lack of Linux-focused examples, such as how to perform equivalent operations using Linux tools (e.g., ldapmodify, kadmin, or samba-tool), and no guidance is given for Linux administrators who may need to interact with AD DS or Kerberos. The documentation assumes familiarity with Windows administration and does not offer parity for Linux environments.
Recommendations
  • Provide Linux command-line examples for managing AD DS/Kerberos settings, such as using ldapmodify, kadmin, or samba-tool, alongside PowerShell examples.
  • Include instructions for configuring Kerberos encryption types and LDAP settings from Linux clients, especially for NFSv4.1 Kerberos volumes.
  • Reference Linux tools and configuration files (e.g., /etc/krb5.conf, /etc/ldap.conf) where appropriate, and explain how to verify or troubleshoot AD DS connectivity from Linux.
  • Add troubleshooting steps and best practices for Linux environments, such as renewing Kerberos tickets, mounting NFS shares, and handling LDAP timeouts.
  • Ensure that all feature registration and management steps are shown with both Azure CLI and PowerShell, and clarify which steps are OS-agnostic.
Azure Netapp Files Enable Active Directory Domain Services (AD DS) LDAP authentication for NFS volumes ...s/azure-netapp-files/configure-ldap-extended-groups.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation is heavily oriented toward Windows/Active Directory environments. It exclusively references Windows-based LDAP servers (Active Directory Domain Services and Microsoft Entra Domain Services), omits support for OpenLDAP or other third-party LDAP servers, and provides configuration guidance and screenshots using Windows tools (MMC snap-in, Multi-valued String Editor, Attribute Editor). Linux-specific examples and tools for managing LDAP attributes are missing, and Linux client configuration is only briefly mentioned and deferred to other documentation.
Recommendations
  • Add explicit Linux/OpenLDAP support or clarify the limitations and provide alternatives for Linux environments.
  • Include Linux-based examples for managing POSIX attributes (e.g., using ldapmodify, LDIF files, or phpldapadmin).
  • Provide parity in screenshots and step-by-step instructions for both Windows and Linux LDAP management tools.
  • Mention Linux tools and patterns (such as nslcd, sssd, or openldap utilities) where relevant, not just Windows MMC.
  • If OpenLDAP is unsupported, offer guidance for hybrid environments or migration strategies for Linux administrators.
Azure Netapp Files Configure network features for an Azure NetApp Files volume ...icles/azure-netapp-files/configure-network-features.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by presenting PowerShell examples and commands before Linux/Azure CLI equivalents, using Windows-centric tools (PowerShell) for feature registration and management, and referencing Windows-specific patterns (Active Directory, domain controllers) without equal Linux/NFS context. While Azure CLI and REST API options are included, PowerShell is often listed first or with more detail, and Linux-specific usage patterns are not highlighted.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples, as CLI is cross-platform and preferred by many Linux users.
  • Expand Linux/NFS-specific guidance, especially for scenarios involving DNS, domain controllers, or network security, to ensure parity with Windows/Active Directory coverage.
  • Include explicit Linux shell command examples (e.g., bash scripts for Azure CLI) where PowerShell is used.
  • Clarify that all CLI commands work on Linux, macOS, and Windows, and provide troubleshooting tips for Linux environments.
  • Add references to Linux authentication and identity management patterns where only Windows/Active Directory are mentioned.
  • Ensure screenshots and UI references do not assume a Windows environment (e.g., avoid Windows-specific UI elements or terminology).
Azure Netapp Files Convert an NFS volume between NFSv3 and NFSv4.1 with Azure NetApp Files ...in/articles/azure-netapp-files/convert-nfsv3-nfsv41.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates Windows bias primarily in the feature registration section, where Azure PowerShell commands are presented first and in detail, with only a brief mention of Azure CLI as an alternative. The registration examples and command syntax are Windows/PowerShell-centric, and there is no explicit Linux shell example for registration. However, the main conversion workflow and mount/unmount examples are Linux-focused, using Linux commands and patterns.
Recommendations
  • Provide explicit Azure CLI examples for feature registration, including full command syntax and output, alongside PowerShell examples.
  • Present Azure CLI and PowerShell registration options in parallel, or lead with Azure CLI to better support Linux users.
  • Clarify that both Windows and Linux administrators can use either Azure CLI or PowerShell, and link to installation instructions for both tools.
  • Ensure screenshots and UI instructions are platform-neutral or clarify any platform-specific differences.
  • Add a short section on how to perform registration from a native Linux shell, including prerequisites (e.g., installing Azure CLI).
Azure Netapp Files Create volume replication for Azure NetApp Files ...etapp-files/cross-region-replication-create-peering.md
High Priority View Details →
Scanned: 2026-01-12 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 Windows bias by presenting Azure PowerShell commands first and in detail for feature registration and status checking, while only briefly mentioning Azure CLI as an alternative. There are no Linux-specific examples or guidance, and the use of PowerShell is highlighted without equivalent Bash or Linux shell instructions. The overall workflow assumes familiarity with Windows-centric tools and patterns.
Recommendations
  • Provide step-by-step Azure CLI examples alongside PowerShell for all command-line operations, including feature registration and status checking.
  • Explicitly mention that Azure CLI is cross-platform and suitable for Linux/macOS users.
  • Include screenshots or instructions for using the Azure CLI in Linux environments where applicable.
  • Ensure that any references to command-line tools do not prioritize Windows tools over cross-platform alternatives.
  • Add a section or note clarifying tool parity and recommending CLI usage for non-Windows users.
Azure Netapp Files Create a dual-protocol volume for Azure NetApp Files ...les/azure-netapp-files/create-volumes-dual-protocol.md
High Priority View Details →
Scanned: 2026-01-12 00:00
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 in several areas. Windows tools and workflows (Active Directory Users and Computers MMC snap-in, Attribute Editor) are described in detail, with step-by-step instructions and screenshots, while equivalent Linux-based LDAP management tools (such as ldapmodify, phpldapadmin, or command-line utilities) are not mentioned. The section on managing POSIX attributes is exclusively focused on Windows environments. Additionally, examples and instructions for configuring or managing LDAP attributes are provided only for Windows, with no Linux alternatives. The order of presentation also favors Windows tools and patterns, with Linux approaches relegated to references or omitted.
Recommendations
  • Add equivalent Linux-based instructions for managing LDAP POSIX attributes, such as using command-line tools (ldapmodify, ldapadd, ldapsearch) or graphical tools (phpldapadmin).
  • Include screenshots and step-by-step guidance for Linux LDAP management workflows.
  • Present both Windows and Linux examples side-by-side, or alternate their order to avoid Windows-first bias.
  • Reference common Linux LDAP server setups (OpenLDAP, 389 Directory Server) and provide guidance for attribute management in those environments.
  • Clarify that both Windows and Linux environments are supported and provide parity in documentation coverage.
Azure Netapp Files Disable showmount in Azure NetApp Files .../main/articles/azure-netapp-files/disable-showmount.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page primarily provides Azure PowerShell commands for managing the showmount feature, with PowerShell examples given first and in detail. While Azure CLI is briefly mentioned, no explicit Linux shell or CLI examples are provided, and no Linux-native tooling or workflows are discussed. The documentation assumes familiarity with Windows-centric tools and patterns, potentially making it less accessible for Linux-focused administrators.
Recommendations
  • Provide explicit Azure CLI command examples using bash syntax for registering, checking, and unregistering the feature.
  • Include instructions or examples for performing these operations from a Linux environment, such as using the Azure CLI in bash.
  • Clarify that both Windows and Linux users can use Azure CLI, and link to relevant Linux installation guides for Azure CLI.
  • Reorder examples so that Azure CLI (cross-platform) instructions appear before or alongside PowerShell examples.
  • Add a note or section addressing Linux administrators, highlighting any differences or considerations for Linux environments.
Azure Netapp Files Understand dual-protocol security style and permission behaviors in Azure NetApp Files ...ure-netapp-files/dual-protocol-permission-behaviors.md
High Priority View Details →
Scanned: 2026-01-12 00:00
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 consistently referencing Windows/NTFS concepts before their UNIX/NFS equivalents, providing more detailed explanations for Windows tools and behaviors, and omitting practical Linux/NFS management examples (such as explicit CLI commands for permission management or troubleshooting). Windows terminology and tools (Active Directory, Windows RPC, NTFS ACLs) are described in greater depth and often appear first in lists or tables. Linux/NFS management is mentioned but lacks step-by-step guidance or parity in example depth.
Recommendations
  • Provide equal depth and clarity for Linux/NFS workflows, including explicit CLI examples (e.g., chown, chmod, nfs4_getfacl, nfs4_setfacl) for managing permissions and troubleshooting.
  • Ensure that both Windows and Linux tools are introduced together, or alternate which is presented first in lists and tables.
  • Add practical Linux/NFS scenarios, such as configuring LDAP for UNIX users, managing NFSv4.x ACLs, and mapping UNIX identities, with step-by-step instructions.
  • Clarify limitations and workarounds for Linux/NFS environments as thoroughly as for Windows/SMB, including GUI and CLI management options.
  • Reference Linux documentation and tools (e.g., man pages, open-source utilities) alongside Windows equivalents.
Azure Netapp Files Application resilience FAQs for Azure NetApp Files ...icles/azure-netapp-files/faq-application-resilience.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page shows a moderate Windows bias. SMB/Windows scenarios are described in detail, with specific features (SMB Transparent Failover, Continuous Availability) and supported workloads listed, most of which are Windows-centric (Citrix, FSLogix, MS SQL Server, MSIX app attach). Linux equivalents (e.g., Linux SQL Server) are explicitly excluded. In the Boomi section, recommendations for SMB are tied to Windows VMs, while NFS is tied to Linux VMs, but the SMB/Windows guidance is more prominent. There are no PowerShell examples, but Windows tools and features are mentioned before or instead of Linux alternatives. Some sections lack Linux-specific examples or parity in feature discussion.
Recommendations
  • Add explicit Linux examples for SMB-based workloads, including guidance for Linux SMB clients and their limitations or configuration.
  • Where Windows tools or features (e.g., SMB Continuous Availability, Transparent Failover) are discussed, clarify Linux support status and provide alternative approaches for Linux environments.
  • Avoid excluding Linux workloads (e.g., Linux SQL Server) without explanation; if unsupported, explain why and suggest alternatives.
  • Balance recommendations by listing Linux and Windows options together, rather than prioritizing Windows scenarios.
  • Include example configurations or best practices for Linux-based applications using SMB, if applicable.
  • Ensure that feature support tables or lists include both Windows and Linux workloads, or clearly state platform limitations.
Azure Netapp Files Understand Domain Name Systems in Azure NetApp Files ...icles/azure-netapp-files/domain-name-system-concept.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy Missing Linux Example
Summary
The documentation demonstrates a Windows bias by consistently referencing Windows/Active Directory DNS as the default or best practice, providing examples and screenshots primarily from Windows environments, and listing Windows tools and patterns before Linux equivalents. Linux/BIND is mentioned only as an alternative, and practical Linux configuration steps or troubleshooting are missing. DNS management and troubleshooting are described with a Windows-centric approach, and command examples favor Windows syntax and context.
Recommendations
  • Include explicit Linux/BIND configuration examples and troubleshooting steps alongside Windows/Active Directory instructions.
  • Provide screenshots and walkthroughs for DNS management using Linux tools (e.g., BIND, systemd-resolved, etc.) in addition to Windows DNS Manager.
  • Present Linux and Windows tools (e.g., dig, nslookup) in parallel, with equal detail and context for both platforms.
  • Avoid language that implies Windows/Active Directory DNS is the only or preferred option; clarify that external DNS servers (such as BIND) are fully supported and provide best practices for their use.
  • Add guidance for secure dynamic DNS updates with Linux/BIND servers, including relevant configuration and authentication mechanisms.
  • Balance references to Microsoft documentation with links to authoritative Linux/BIND resources.
Azure Netapp Files Enable Continuous Availability on existing Azure NetApp Files SMB volumes ...p-files/enable-continuous-availability-existing-SMB.md
High Priority View Details →
Scanned: 2026-01-12 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 strong Windows bias. All operational instructions and verification steps are centered on Windows systems, specifically referencing rebooting Windows servers and using PowerShell commands (get-smbconnection) to verify configuration. There are no examples or guidance for Linux or macOS clients, nor are cross-platform tools or methods mentioned.
Recommendations
  • Add instructions for Linux and macOS clients, including how to verify SMB Continuous Availability from those platforms.
  • Provide equivalent command-line examples for Linux (e.g., using smbclient, mount.cifs, or other relevant tools).
  • Clarify whether rebooting is required for non-Windows clients and provide platform-specific guidance.
  • Mention any differences or limitations in SMB CA support for non-Windows clients.
  • Reorder or parallelize instructions so that Windows and Linux/macOS guidance are presented together, ensuring parity.
Azure Netapp Files NFS FAQs for Azure NetApp Files ...-docs/blob/main/articles/azure-netapp-files/faq-nfs.md
High Priority View Details →
Scanned: 2026-01-12 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 page displays Windows bias in the section addressing NFS access from Windows clients. It provides PowerShell commands and Windows-specific mount instructions, but does not offer equivalent Linux examples or commands. The Windows client troubleshooting is detailed, while Linux troubleshooting is omitted. In other sections, Linux is referenced (e.g., /etc/fstab), but Windows tools and patterns are given more prominence and detail where examples are present.
Recommendations
  • Provide equivalent Linux troubleshooting steps for NFS client issues, such as folder lookup performance.
  • Include Linux mount command examples alongside Windows examples, especially in sections where mounting is discussed.
  • When giving PowerShell commands for Windows, also provide the corresponding Linux shell commands (e.g., for NFS client configuration).
  • Ensure that for every Windows-specific tool or pattern mentioned, the Linux equivalent is described with equal detail and prominence.
  • Review the order of examples and explanations to avoid presenting Windows first by default; alternate or present both platforms together.
Azure Netapp Files Generate user and group quota reports for Azure NetApp Files volumes ...zure-netapp-files/generate-user-group-quota-reports.md
High Priority View Details →
Scanned: 2026-01-12 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 Windows bias by providing Azure PowerShell examples for feature registration and status checking, mentioning PowerShell before Azure CLI, and omitting direct Linux shell or CLI examples. The registration steps are shown using PowerShell syntax, which is native to Windows, and only briefly reference Azure CLI as an alternative without examples. There are no Linux-specific instructions or screenshots, and no mention of Linux shell commands or patterns for quota report generation.
Recommendations
  • Provide explicit Azure CLI examples for feature registration and status checking alongside PowerShell, with full command syntax.
  • Include Linux shell usage patterns or instructions for quota report generation, where applicable.
  • Ensure screenshots and UI instructions are platform-neutral or show parity between Windows and Linux environments.
  • Mention cross-platform compatibility for CLI tools and clarify how Linux users can perform the same operations.
  • Consider adding a section for Linux administrators outlining steps using bash or other common Linux tools.
Azure Netapp Files SMB FAQs for Azure NetApp Files ...-docs/blob/main/articles/azure-netapp-files/faq-smb.md
High Priority View Details →
Scanned: 2026-01-12 00:00
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 strong Windows bias. Most examples, troubleshooting steps, and tool references are exclusively for Windows environments (e.g., MMC, Active Directory Users and Computers, Windows Server, Windows updates, DFS Namespace). There is little to no mention of Linux clients, tools, or configuration patterns, and no Linux-specific examples or troubleshooting guidance are provided. The documentation assumes the reader is operating in a Windows-centric ecosystem, omitting parity for Linux SMB clients and management tools.
Recommendations
  • Add examples and troubleshooting steps for accessing Azure NetApp Files SMB shares from Linux clients (e.g., using smbclient, mount.cifs, or Nautilus).
  • Include Linux equivalents for management tasks, such as modifying share permissions or viewing open files (e.g., using setfacl, getfacl, or smbstatus).
  • Reference Linux authentication and integration patterns, such as joining SMB shares to Samba or using Kerberos from Linux.
  • Provide guidance on configuring clock synchronization and network authentication on Linux systems.
  • Mention Linux support for SMB features (e.g., offline files, DFS-N, Alternate Data Streams) and note any limitations or differences.
  • Balance references to Windows tools (MMC, ADUC, PowerShell) with Linux alternatives or note when features are Windows-only.
Azure Netapp Files azure-netapp-files-create-volumes-smb.md ...e-netapp-files/includes/smb-continuous-availability.md
High Priority View Details →
Scanned: 2026-01-12 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 focusing exclusively on Windows-centric workloads and tools (Citrix, FSLogix, MSIX app attach, SQL Server on Windows), explicitly stating that Linux SQL Server is not supported, and referencing Windows-specific security privileges (SeSecurityPrivilege) and Active Directory. There are no examples, guidance, or mention of Linux equivalents or support for Linux workloads.
Recommendations
  • Clearly state the lack of Linux support in the introduction and provide a roadmap or expected timeline for Linux parity if possible.
  • Include a section for Linux users explaining current limitations and any alternative approaches or workarounds.
  • If/when Linux support is added, provide equivalent examples and instructions for Linux environments (e.g., using Linux SMB clients, Linux-based SQL Server, and relevant security configurations).
  • Reference cross-platform tools and patterns where possible, or clarify when features are Windows-only.
  • Solicit feedback from Linux users to understand their needs and document any common use cases or requests.
Azure Netapp Files Understand Kerberos in Azure NetApp Files ...docs/blob/main/articles/azure-netapp-files/kerberos.md
High Priority View Details →
Scanned: 2026-01-12 00:00
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 consistently referencing Windows Active Directory as the only supported KDC, prioritizing Windows terminology and tools (such as Event Viewer, MMC, PowerShell, and setspn), and providing detailed workflows and troubleshooting steps for Windows environments. Linux-specific tools, workflows, and examples are either missing or mentioned only in passing, with little practical guidance for Linux administrators. Windows patterns and troubleshooting steps are described before or instead of Linux equivalents, and there is a lack of parity in example commands and administrative procedures for Linux environments.
Recommendations
  • Add explicit Linux administration examples, such as using kadmin, klist, ktutil, and other standard Linux Kerberos tools for keytab and principal management.
  • Provide Linux-specific troubleshooting steps and error messages, including references to syslog, journalctl, and common Linux Kerberos log locations.
  • Include example workflows for configuring Kerberos realms and principals on Linux clients and servers, not just via Active Directory.
  • Clarify how non-Windows KDCs (such as MIT Kerberos or FreeIPA) can be integrated or why they are unsupported, and offer guidance for Linux environments where AD is not present.
  • Balance references to Windows tools (Event Viewer, MMC, PowerShell, setspn) with Linux equivalents, and ensure that Linux commands are presented alongside Windows commands where relevant.
  • Expand documentation of NFS Kerberos workflows to include Linux client configuration, troubleshooting, and best practices, with step-by-step instructions.
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias by exclusively describing the name mapping process using Windows tools (Active Directory Users and Computers MMC), without mentioning or providing equivalent steps for Linux LDAP management tools. The instructions and screenshots focus on Windows environments first, and there are no examples or guidance for performing similar tasks on Linux LDAP servers or with Linux-native tools.
Recommendations
  • Add instructions and examples for configuring asymmetric name mapping using common Linux LDAP management tools (e.g., ldapmodify, phpldapadmin, or command-line utilities).
  • Include screenshots or walkthroughs for editing LDAP attributes on Linux systems.
  • Present both Windows and Linux approaches side-by-side, or at least mention Linux alternatives when describing Windows-specific steps.
  • Clarify that the process can be performed on non-Windows LDAP servers and provide references or links to relevant Linux documentation.
Azure Netapp Files Understand lightweight directory access protocol (LDAP) basics in Azure NetApp Files ...-netapp-files/lightweight-directory-access-protocol.md
High Priority View Details →
Scanned: 2026-01-12 00:00
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 focusing primarily on Microsoft Active Directory as the LDAP server, mentioning Windows-centric tools and patterns (such as nslookup with Windows syntax), and providing examples and configuration details for Windows environments before Linux equivalents. Linux/UNIX alternatives (such as FreeIPA, OpenLDAP, Red Hat Directory Server) are mentioned only in a note and lack detailed examples or parity in instructions. There is a lack of Linux command-line examples and configuration guidance, and the documentation assumes familiarity with Windows tools and terminology.
Recommendations
  • Provide equal coverage and configuration examples for Linux-based LDAP servers (e.g., FreeIPA, OpenLDAP, Red Hat Directory Server) alongside Active Directory.
  • Include Linux command-line examples (e.g., using dig, ldapsearch) for querying LDAP service records and troubleshooting.
  • Present Linux/UNIX tools and patterns before or alongside Windows tools to avoid ordering bias.
  • Expand documentation to cover schema extension and attribute mapping for Linux LDAP servers, not just Active Directory.
  • Ensure that all features and limitations are described for both Windows and Linux LDAP environments, with clear guidance for each.
Azure Netapp Files Understand LDAP schemas in Azure NetApp Files ...files/lightweight-directory-access-protocol-schemas.md
High Priority View Details →
Scanned: 2026-01-12 00:00
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 strong Windows bias. It exclusively references Microsoft Active Directory as the LDAP server, describes schema and attribute management only in terms of Windows tools (ADSI Edit), and provides examples and screenshots solely from a Windows environment. There are no mentions of Linux LDAP servers (such as OpenLDAP), nor any guidance or examples for configuring equivalent schema or attribute indexing in Linux environments. The documentation assumes the reader is using Windows and omits Linux-specific patterns, tools, or best practices.
Recommendations
  • Add sections describing how RFC 2307bis schemas and attribute indexing are managed in popular Linux LDAP servers (e.g., OpenLDAP, 389 Directory Server).
  • Provide Linux-specific examples for schema inspection and modification, such as using ldapmodify, slapd.conf, or LDIF files.
  • Include screenshots or command-line examples from Linux environments to illustrate equivalent configuration steps.
  • Mention Linux tools (e.g., ldapsearch, ldapmodify) and provide parity in instructions for both Windows and Linux administrators.
  • Clarify that Azure NetApp Files supports LDAP servers beyond Active Directory and provide guidance for non-Windows environments.
Azure Netapp Files Manage file access logs in Azure NetApp Files ...articles/azure-netapp-files/manage-file-access-logs.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exhibits a Windows bias in several ways: instructions for setting SACLs for SMB shares are provided only for Windows administration hosts, with step-by-step GUI instructions specific to Windows. There is no equivalent example or detailed steps for Linux environments, even though dual-protocol volumes with UNIX security style are mentioned. Windows tools and patterns (e.g., right-click, Properties, Security tab) are described in detail, while Linux methods are referenced only via a link, not explained inline. Windows instructions are presented first and more prominently.
Recommendations
  • Provide explicit, step-by-step instructions for setting Audit ACEs and ACLs on Linux, including relevant commands (e.g., setfacl, nfs4_setfacl) and examples.
  • Ensure parity in detail and clarity between Windows and Linux sections, including screenshots or terminal output for Linux where appropriate.
  • Present Windows and Linux instructions side-by-side or in parallel tabs, rather than Windows first and Linux as a reference.
  • Mention Linux tools and patterns (such as command-line utilities) directly in the documentation, not only via external links.
  • Clarify which steps apply to which OS, and avoid assuming the administrator is using Windows unless the protocol or security style requires it.
Azure Netapp Files Manage SMB share ACLs in Azure NetApp Files ...-netapp-files/manage-smb-share-access-control-lists.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exclusively describes Windows-based methods for managing SMB share ACLs in Azure NetApp Files, focusing on Windows Explorer and Microsoft Management Console (MMC). There are no examples or instructions for performing these tasks from Linux or via cross-platform tools, and Windows tools are mentioned first and exclusively.
Recommendations
  • Add instructions or examples for viewing and modifying SMB share ACLs from Linux systems, such as using smbclient, smbcacls, or other Samba utilities.
  • Clarify whether share ACL management is possible from non-Windows platforms, and if not, explicitly state this limitation.
  • If possible, provide PowerShell and CLI examples that can be run on Linux (e.g., via PowerShell Core or Azure CLI).
  • Include a comparison table of management options across platforms (Windows, Linux, macOS) to help users understand platform limitations and capabilities.
  • Mention any REST API or SDK options for managing SMB share ACLs, if available, to support automation and cross-platform scenarios.
Azure Netapp Files Modify an Active Directory Connection for Azure NetApp Files ...re-netapp-files/modify-active-directory-connections.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates Windows bias by focusing exclusively on Active Directory (a Windows-centric technology), referencing Windows tools and concepts (such as 'Active Directory Sites and Services', 'group policy', and 'NTFS permissions'), and omitting any Linux-specific examples or equivalent tooling. The instructions and field descriptions assume a Windows environment and do not provide guidance for Linux administrators or integration with Linux-based directory services (e.g., OpenLDAP).
Recommendations
  • Add examples or guidance for integrating Azure NetApp Files with Linux-based directory services, such as OpenLDAP or FreeIPA, if supported.
  • Include Linux command-line examples for relevant configuration steps, such as modifying LDAP settings or Kerberos configuration.
  • Mention Linux tools and configuration files (e.g., /etc/krb5.conf, /etc/ldap.conf) where applicable, alongside Windows tools.
  • Clarify whether features like AES encryption, LDAP signing, and SMB server prefix changes have specific considerations for Linux clients or servers.
  • Provide parity in troubleshooting steps and references for both Windows and Linux environments.
Azure Netapp Files Ways to monitor Azure NetApp Files ...icles/azure-netapp-files/monitor-azure-netapp-files.md
High Priority View Details →
Scanned: 2026-01-12 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 Windows bias in several ways. PowerShell is mentioned explicitly as a method to retrieve Activity log entries, while Linux equivalents (such as Bash or Azure CLI on Linux) are not detailed. In the capacity utilization section, Windows is mentioned before Linux clients, and no specific Linux commands or tools are provided. There is a lack of Linux-specific examples or guidance throughout the page.
Recommendations
  • Provide explicit Linux/Bash/Azure CLI examples alongside PowerShell for retrieving Activity logs.
  • Ensure Linux tools and commands (e.g., df, du, Azure CLI on Linux) are described in capacity monitoring sections.
  • Alternate the order of mentioning Windows and Linux clients to avoid Windows-first bias.
  • Include screenshots or step-by-step instructions for Linux environments where relevant.
  • Reference cross-platform tools and clarify any differences in usage between Windows and Linux.