Hdinsight

439
Total Pages
279
Linux-Friendly Pages
160
Pages with Bias
36.4%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

867 issues found
Showing 101-125 of 867 flagged pages
Hdinsight LDAP sync in Ranger and Apache Ambari in Azure HDInsight ...lob/main/articles/hdinsight/domain-joined/ldap-sync.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page exhibits a Windows bias by referencing Windows-specific tools (e.g., ldp.exe, sAMAccountName, Samba/Winbind), and by suggesting Windows-centric patterns and terminology. There are no Linux-specific examples or equivalent Linux tools mentioned for LDAP filter testing or user/group management. The documentation assumes familiarity with Microsoft Entra ID and Active Directory concepts, which are Windows-centric, and does not provide parity for Linux environments.
Recommendations
  • Include Linux command-line examples for LDAP filter testing, such as using ldapsearch or other OpenLDAP tools.
  • Mention Linux equivalents for user/group management and sync, such as nsswitch, sssd, or direct integration with OpenLDAP.
  • Provide guidance for environments that use non-Active Directory LDAP servers, including configuration and troubleshooting steps.
  • List both Windows and Linux tools side-by-side when suggesting ways to test or debug LDAP filters (e.g., 'You can use ldp.exe on Windows or ldapsearch on Linux').
  • Clarify which steps or terminology are specific to Windows/Active Directory and offer alternatives for Linux/Unix-based clusters.
GitHub Create Pull Request
Hdinsight Excel & Apache Hadoop with Open Database Connectivity (ODBC) Driver - Azure HDInsight ...hadoop/apache-hadoop-connect-excel-hive-odbc-driver.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily Windows-centric, providing only instructions and screenshots for Windows tools such as ODBC Data Source Administrator and Excel. There are no examples or guidance for Linux or cross-platform alternatives, and all steps assume a Windows environment. The use of Microsoft Hive ODBC driver and Excel further reinforces the Windows bias, with no mention of equivalent Linux workflows or tools.
Recommendations
  • Add instructions for configuring ODBC data sources on Linux (e.g., using unixODBC and relevant configuration files).
  • Provide examples of connecting to Hive from Excel on macOS, or suggest alternative BI tools available on Linux.
  • Include steps for using open-source ODBC drivers (such as Simba or unixODBC) on Linux and macOS.
  • Mention and document how to import Hive data into LibreOffice Calc or other cross-platform spreadsheet applications.
  • Clearly indicate platform-specific limitations and provide parity where possible for non-Windows users.
GitHub Create Pull Request
Hdinsight Authentication issues in Azure HDInsight ...t/domain-joined/domain-joined-authentication-issues.md
High Priority View Details →
Scanned: 2026-01-10 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 referencing Windows AD tools before Linux/SAMBA alternatives, providing links to Windows-specific tutorials, and omitting Linux/Powershell command examples in several troubleshooting steps. Windows tools are mentioned explicitly, while Linux equivalents are only briefly referenced or missing altogether.
Recommendations
  • Provide Linux-specific examples and commands (e.g., using 'ldapsearch', 'getent', or SAMBA tools) wherever Windows AD tools are mentioned.
  • Ensure troubleshooting steps include both Windows and Linux workflows, especially for tasks like browsing directory attributes or resetting passwords.
  • Add explicit Linux command-line instructions for common tasks, such as finding sAMAccountName, resetting Kerberos tickets, and debugging authentication failures.
  • Avoid referencing Windows tutorials or tools first; present Windows and Linux options side-by-side.
  • Include Powershell and Bash script examples where relevant, ensuring parity between platforms.
GitHub Create Pull Request
Hdinsight Infrastructure: On-premises Apache Hadoop to Azure HDInsight ...op-on-premises-migration-best-practices-infrastructure.md
High Priority View Details →
Scanned: 2026-01-10 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 exhibits Windows bias primarily through the use of PowerShell examples for cluster configuration, referencing Windows-centric Azure tools (AZ module), and providing configuration instructions that assume a Windows environment. There is a lack of equivalent Linux CLI or Bash examples for key operations, and Windows tooling is mentioned before or instead of Linux alternatives. While some sections mention Linux (e.g., edge nodes are Linux VMs), actionable examples and guidance are disproportionately focused on Windows/PowerShell.
Recommendations
  • Provide equivalent examples using Azure CLI (az), Bash scripts, or REST API for cluster configuration and management, especially for customizing configs and bootstrap operations.
  • Explicitly mention Linux tooling and workflows alongside Windows/PowerShell, ensuring parity in documentation for both platforms.
  • Reorder sections or examples so that Linux/Bash approaches are presented before or alongside Windows/PowerShell methods.
  • Add links to Linux-specific documentation or guides where available.
  • Clarify which steps or tools are platform-agnostic and which are platform-specific, helping users choose the best approach for their environment.
GitHub Create Pull Request
Hdinsight InvalidNetworkConfigurationErrorCode error - Azure HDInsight ...idnetworkconfigurationerrorcode-cluster-creation-fails.md
High Priority View Details →
Scanned: 2026-01-10 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 exhibits moderate Windows bias. While most troubleshooting steps use Linux commands (ssh, hostname, nslookup, dig), there are several instances where Windows-specific tools and patterns are mentioned first or exclusively. For example, the deprecated 'EnableVmProtection' parameter is referenced specifically in the context of PowerShell and Azure Runbooks, and the resolution links to the Az PowerShell SDK documentation. Additionally, when discussing DNS server VM deployment, both Linux and Windows are mentioned, but Linux instructions are not detailed, and Windows is referenced as an option. There is a lack of parity in providing equivalent Linux CLI or Azure CLI examples for network troubleshooting and configuration, and PowerShell is referenced without alternative Linux-native tooling.
Recommendations
  • Provide Azure CLI equivalents for all PowerShell commands and references, especially for network configuration and troubleshooting.
  • When mentioning VM deployment for DNS forwarding, include step-by-step instructions for both Linux and Windows, or link to relevant guides for each.
  • Ensure that Linux-native tools (such as nmcli, resolvectl, or systemd-resolved) are referenced where appropriate, not just Windows/PowerShell tools.
  • When referencing deprecated parameters or troubleshooting steps, include both PowerShell and Azure CLI contexts, and clarify which OS/platform each applies to.
  • Review the order of tool mentions to avoid listing Windows/PowerShell options first by default; alternate or parallelize with Linux/Azure CLI options.
GitHub Create Pull Request
Hdinsight Azure HDInsight configuration settings reference ...main/articles/hdinsight/hdinsight-config-for-vscode.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page shows evidence of Windows bias, particularly in the configuration settings for HDInsight Spark.NET, where paths and tools are specified using Windows conventions (e.g., C:\Program Files\7-Zip, D:\winutils, C:\Program Files\Java). There is no mention of Linux equivalents, nor are Linux paths or tools provided as examples. The settings table lists Windows paths first and exclusively, and does not offer parity for Linux users.
Recommendations
  • Add Linux equivalents for all configuration paths and tools, such as /usr/bin/7z, /usr/local/hadoop, /usr/lib/jvm/java-8-openjdk-amd64, etc.
  • Include examples and instructions for both Windows and Linux environments, especially for environment variables and tool locations.
  • Explicitly state OS-specific requirements and provide guidance for Linux users where settings or tools differ.
  • Where possible, use cross-platform conventions or note differences in configuration between Windows and Linux.
  • Add a section or table column indicating the OS applicability of each setting.
GitHub Create Pull Request
Hdinsight Add additional Azure Storage accounts to HDInsight ...ain/articles/hdinsight/hdinsight-hadoop-add-storage.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides a detailed PowerShell example for verifying the addition of storage accounts, but does not offer equivalent Linux command-line (e.g., Bash, curl, jq) examples. The verification section leads with PowerShell, and there is no mention of Linux CLI alternatives. This creates a Windows/Powershell bias, especially since HDInsight clusters are Linux-based and many users may be working from Linux or macOS environments.
Recommendations
  • Add Linux shell (bash) examples for verification, using curl and jq to query and parse the cluster configuration.
  • Present verification methods for both Windows (PowerShell) and Linux/macOS (bash) users side-by-side, or lead with Linux examples given the cluster OS.
  • Explicitly mention that the PowerShell example is for Windows users and provide parity for Linux users.
  • Consider including Azure CLI examples, which are cross-platform, for relevant operations.
GitHub Create Pull Request
Hdinsight Granular role-based access Azure HDInsight cluster configurations ...insight-migrate-granular-access-cluster-configurations.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Powershell Heavy
Summary
The documentation page demonstrates a Windows bias by prominently featuring Windows-centric tools (Visual Studio, PowerShell) and providing migration guidance for Az.HDInsight PowerShell. Windows tools are listed before Linux-friendly alternatives, and PowerShell is the only command-line scripting example given for HDInsight management. There are no explicit Linux shell (bash) or cross-platform scripting examples, nor is there mention of Linux-specific tools or patterns for managing HDInsight clusters.
Recommendations
  • Include Linux/bash shell examples for HDInsight management tasks, especially for role assignment and cluster configuration.
  • Provide parity guidance for Linux users, such as using Azure CLI in bash or shell scripts for cluster operations.
  • Add references and examples for Linux-compatible editors and tools (e.g., VS Code on Linux, JetBrains IDEs on Linux, Eclipse on Linux).
  • Ensure that PowerShell and Windows-specific instructions are accompanied by equivalent steps for Linux/macOS environments.
  • Consider listing cross-platform tools (Azure CLI, SDKs) before Windows-only tools in affected scenarios.
GitHub Create Pull Request
Hdinsight Create Apache Hadoop clusters using templates - Azure HDInsight ...tps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/hdinsight/hdinsight-hadoop-create-linux-clusters-arm-templates.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is mentioned before Azure CLI in deployment sections, and Visual Studio (a traditionally Windows-centric tool) is highlighted as a primary development environment. The .NET client library example links to a Windows-specific page. Linux equivalents (such as VS Code or cross-platform scripting) are referenced, but not given equal prominence or example detail.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples, emphasizing CLI's cross-platform nature.
  • Include explicit Linux/macOS workflow examples, such as using Bash scripts or VS Code on Linux.
  • Provide parity in tooling recommendations, e.g., mention cross-platform editors (VS Code) and deployment methods (CLI, REST API) before Windows-centric tools.
  • Replace or supplement Windows-specific .NET example links with cross-platform .NET Core or Java/Python SDK examples.
  • Clarify that PowerShell Core is cross-platform if referenced, and provide installation/use instructions for Linux/macOS.
  • Add a dedicated section for Linux users, outlining best practices and tools.
GitHub Create Pull Request
Hdinsight Set up clusters in HDInsight with Hadoop, Spark, and Kafka ...hdinsight/hdinsight-hadoop-provision-linux-clusters.md
High Priority View Details →
Scanned: 2026-01-10 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 exhibits Windows bias by frequently referencing Azure PowerShell and Windows tools for cluster setup and customization, sometimes listing them before Linux alternatives. For example, script actions are described as available via Azure portal, HDInsight Windows PowerShell cmdlets, or .NET SDK, but Linux CLI equivalents are not equally emphasized. The 'Related content' section includes a link specifically for working from a Windows PC, while Linux-specific guidance is less prominent. Some examples and instructions lack parity for Linux users, such as missing Bash or Azure CLI walkthroughs where PowerShell is mentioned.
Recommendations
  • Ensure all command-line examples are provided for both Azure PowerShell (Windows) and Azure CLI (cross-platform/Linux).
  • When listing tools or setup methods, alternate or equally highlight Linux-friendly options (e.g., Bash, Azure CLI, cURL) alongside Windows/PowerShell.
  • Add explicit Linux/Bash examples for cluster customization and management, especially where PowerShell is referenced.
  • Include a 'Work in Apache Hadoop on HDInsight from a Linux PC' link in the Related Content section to match the Windows PC guidance.
  • Review and update all sections to avoid listing Windows tools or patterns before their Linux equivalents unless contextually justified.
GitHub Create Pull Request
Hdinsight Understand and resolve WebHCat errors on HDInsight - Azure ...ght/hdinsight-hadoop-templeton-webhcat-debug-errors.md
High Priority View Details →
Scanned: 2026-01-10 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 referencing Azure PowerShell and Data Lake Tools for Visual Studio as primary client-side tools for interacting with WebHCat, both of which are Windows-centric. No Linux or cross-platform command-line examples (e.g., curl, wget, bash) or Linux-native tools are mentioned, nor are Linux workflows or equivalents provided. The documentation assumes familiarity with Windows tools and does not offer parity for Linux users.
Recommendations
  • Include examples of interacting with WebHCat using Linux-native tools such as curl, wget, or Python scripts.
  • Mention cross-platform alternatives to Azure PowerShell, such as Azure CLI, and provide usage examples.
  • Reference Linux-based client workflows for job submission and management, alongside Windows tools.
  • Ensure that troubleshooting steps and configuration modifications are described in a way that is platform-neutral, or provide parallel instructions for both Windows and Linux environments.
  • Highlight any differences or considerations for Linux users when using WebHCat on HDInsight.
GitHub Create Pull Request
Hdinsight Azure HDInsight supported node configurations ...es/hdinsight/hdinsight-supported-node-configuration.md
High Priority View Details →
Scanned: 2026-01-10 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 referencing PowerShell scripts as the primary method for deploying HDInsight clusters and for obtaining VM SKU identifiers. There are no Linux-specific examples or mentions of Linux tools (such as Bash or shell scripting), and Windows-centric scripting is presented first and exclusively. The documentation does not provide parity for Linux users in terms of deployment or configuration guidance.
Recommendations
  • Include Linux/Bash examples alongside PowerShell for cluster deployment and VM SKU retrieval.
  • Mention Azure CLI usage from both Windows and Linux environments, with sample commands for each.
  • Clarify that HDInsight clusters can be managed from Linux, macOS, and Windows, and provide links to cross-platform tools.
  • Avoid language that implies PowerShell is the default or only scripting option; use neutral phrasing such as 'PowerShell or Bash scripts'.
GitHub Create Pull Request
Hdinsight Azure Monitor Agent (AMA) migration guide for Azure HDInsight clusters ...cs/blob/main/articles/hdinsight/azure-monitor-agent.md
High Priority View Details →
Scanned: 2026-01-10 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 Windows bias by prioritizing PowerShell instructions and Windows-centric tools (e.g., PowerShell cmdlets, references to Windows client device setup, and azcopy). PowerShell is presented before CLI, and many examples use Windows-specific patterns. There is little to no mention of Linux shell equivalents or native Linux tools, despite HDInsight clusters typically running on Linux. Instructions for enabling features or troubleshooting are often given in PowerShell, with CLI as a secondary option. No Bash or Linux-native scripting examples are provided, and references to Linux environments are minimal.
Recommendations
  • Provide Bash shell script examples for all major steps, especially for enabling and configuring Azure Monitor Agent.
  • Include instructions using native Linux tools (e.g., curl, wget, jq) instead of or alongside azcopy and PowerShell.
  • Explicitly mention Linux environments and clarify which steps are OS-agnostic or require adaptation for Linux.
  • Add troubleshooting steps and configuration guidance for Linux-based HDInsight clusters.
  • Ensure parity in example order: present Azure CLI and Bash examples before or alongside PowerShell, reflecting the typical HDInsight deployment environment.
  • Reference Linux documentation and best practices where relevant, especially for cluster administration and log management.
GitHub Create Pull Request
Hdinsight Reboot VMs for Azure HDInsight clusters ...docs/blob/main/articles/hdinsight/cluster-reboot-vm.md
High Priority View Details →
Scanned: 2026-01-10 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 Windows bias by providing detailed PowerShell examples for rebooting HDInsight cluster VMs, referencing Windows-centric tools and cmdlets, and omitting equivalent Linux command-line instructions (e.g., Azure CLI, Bash). The PowerShell method is presented before the REST API method, further reinforcing Windows-first patterns. There are no examples or guidance for Linux users, such as using Azure CLI or SSH-based approaches.
Recommendations
  • Add equivalent Azure CLI examples for listing and rebooting HDInsight cluster nodes, with full command syntax.
  • Include Bash script snippets for Linux users to interact with the REST API using curl or similar tools.
  • Explicitly mention cross-platform options and clarify which tools work on Windows, Linux, and macOS.
  • Reorder sections or provide parallel examples so that Windows and Linux approaches are presented with equal prominence.
  • Reference SSH-based troubleshooting or reboot methods where applicable, especially since SSH is mentioned in the 'When to reboot' section.
GitHub Create Pull Request
Hdinsight Double encryption for data at rest ...e-docs/blob/main/articles/hdinsight/disk-encryption.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is used for several key examples (ARM template deployment, enabling encryption at host), and Windows-centric tools (PowerShell cmdlets, references to Undo-AzKeyVaultKeyRemoval) are mentioned explicitly. In some sections, PowerShell examples are given before or in addition to Azure CLI, and there are no equivalent Linux shell (bash) examples for ARM template deployment or other operations. The documentation assumes familiarity with Windows tooling and patterns, and does not provide parity for Linux users in all cases.
Recommendations
  • Add bash (Linux shell) examples for ARM template deployment and other operations currently only shown in PowerShell.
  • Ensure that Azure CLI examples are provided for all major operations, and consider presenting CLI examples before PowerShell to reflect cross-platform parity.
  • Reference Linux-native tools and workflows where possible, such as using curl, jq, or az CLI in bash scripts.
  • Clarify that all operations can be performed from Linux/macOS environments, and provide guidance for non-Windows users.
  • Avoid mentioning Windows-specific tools (e.g., PowerShell cmdlets) without also providing Linux alternatives.
GitHub Create Pull Request
Hdinsight Component version validation error in Azure Resource Manager templates ...ht/component-version-validation-error-arm-templates.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation mentions PowerShell as a primary automation tool and lists it before the Azure CLI and other tools, which can indicate a Windows-first bias. There are no explicit Linux shell or bash examples, nor are Linux-specific tools or patterns discussed. The examples and troubleshooting steps are generic and do not provide parity for Linux users.
Recommendations
  • Include bash or Azure CLI examples alongside or before PowerShell examples.
  • Explicitly mention Linux shell usage and provide guidance for Linux users.
  • Ensure that references to automation tools are ordered neutrally or alternate between Windows and Linux tools.
  • Add troubleshooting steps or snippets relevant to Linux environments, such as using shell scripts or Linux-based automation frameworks.
GitHub Create Pull Request
Hdinsight Connect Azure HDInsight to your on-premises network ...main/articles/hdinsight/connect-on-premises-network.md
High Priority View Details →
Scanned: 2026-01-10 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 page demonstrates a moderate Windows bias. Windows-specific tools (PowerShell, Windows Server DNS) are mentioned before or more prominently than Linux equivalents. PowerShell examples are provided in detail, while Linux/Bash/CLI examples are present but often secondary. References to Windows DNS configuration are explicit, while Linux/BIND configuration is covered but lacks parity in some areas (e.g., no explicit Linux DNS conditional forwarder walkthrough). The page sometimes refers users to external documentation for Linux steps, while providing direct instructions for Windows/PowerShell. Overall, Linux is supported, but Windows is often presented first or in more detail.
Recommendations
  • Ensure Linux/Azure CLI examples are presented alongside or before PowerShell/Windows examples.
  • Provide explicit, step-by-step instructions for configuring DNS conditional forwarders on Linux/BIND, not just a config snippet.
  • Include references and links to Linux DNS server documentation (e.g., BIND, dnsmasq) with parity to Windows Server DNS links.
  • Where PowerShell scripts are given, provide equivalent Bash/Azure CLI scripts for Linux users.
  • Avoid language that assumes Windows as the default platform; clarify instructions for both Windows and Linux environments.
  • Add troubleshooting and verification steps for Linux environments, not just Windows.
GitHub Create Pull Request
Hdinsight Azure HDInsight architecture with Enterprise Security Package ...ght/domain-joined/apache-domain-joined-architecture.md
High Priority View Details →
Scanned: 2026-01-10 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 strong Windows bias. It exclusively references Windows-centric technologies such as Active Directory, Microsoft Entra Domain Services, and PowerShell. All example commands are provided in PowerShell, with no Linux shell or cross-platform alternatives. The architecture and setup instructions assume a Windows-based identity and management environment, with no mention of Linux equivalents or integration patterns.
Recommendations
  • Provide equivalent Linux shell (bash) commands for administrative tasks, especially for identity management and service principal configuration.
  • Discuss integration options with non-Windows identity providers (such as LDAP or MIT Kerberos) and clarify any limitations or alternatives for Linux-based environments.
  • Include examples using Azure CLI, which is cross-platform, alongside or instead of PowerShell.
  • Explicitly state platform requirements and limitations, and offer guidance for Linux administrators on how to interact with or manage HDInsight clusters.
  • Add documentation sections or links for Linux-based workflows, tools, and troubleshooting.
GitHub Create Pull Request
Hdinsight Create, configure Enterprise Security Package clusters - Azure ...in-joined-create-configure-enterprise-security-cluster.md
High Priority View Details →
Scanned: 2026-01-10 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 strong Windows bias throughout. All examples and instructions for setting up the on-premises environment, user and group management, and certificate creation are based on Windows tools (Server Manager, MMC, RDP, Microsoft Entra ID Users and Computers). PowerShell is the only scripting language used for automation, with no Bash or Linux CLI equivalents. There are no instructions or examples for performing these tasks on Linux systems, nor is there mention of Linux-based alternatives for domain controllers, certificate management, or remote access. The workflow assumes the use of Windows VMs and Windows-centric administrative patterns.
Recommendations
  • Provide equivalent instructions for setting up the on-premises environment using Linux-based domain controllers (e.g., Samba/SSSD with MIT Kerberos).
  • Include examples using Bash scripts and Azure CLI commands alongside PowerShell for resource provisioning and network configuration.
  • Offer guidance for managing users, groups, and certificates using Linux tools (e.g., ldapadd, openssl, certtool) and remote access via SSH.
  • Clarify which steps are Windows-specific and which can be performed on Linux, and provide links or references to Linux-focused documentation.
  • Ensure parity in screenshots and UI walkthroughs by including Linux desktop or CLI environments where applicable.
GitHub Create Pull Request
Hdinsight Apache Hive policies in Apache Ranger - Azure HDInsight ...insight/domain-joined/apache-domain-joined-run-hive.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by focusing exclusively on Windows-based tools and workflows, such as Excel and the Microsoft Hive ODBC driver, for testing Apache Ranger policies. All example steps and screenshots are centered around Windows environments, with no mention of Linux alternatives (e.g., using Beeline, Hive CLI, or Linux-based ODBC/JDBC clients). The prerequisites and instructions assume the use of Microsoft Office and Windows authentication dialogs, further reinforcing the Windows-centric approach.
Recommendations
  • Add equivalent Linux-based examples for testing Ranger policies, such as using Beeline, Hive CLI, or Linux-compatible ODBC/JDBC clients.
  • Include instructions for connecting to Hive from Linux workstations, possibly using open-source spreadsheet tools (e.g., LibreOffice) or command-line SQL clients.
  • Provide screenshots and step-by-step guides for Linux environments alongside Windows examples.
  • Clarify in the prerequisites that both Windows and Linux workstations can be used, and specify any required software for Linux users.
  • Mention cross-platform authentication and connection patterns, not just Windows dialogs.
GitHub Create Pull Request
Hdinsight Overview of enterprise security in Azure HDInsight ...hdinsight/domain-joined/hdinsight-security-overview.md
High Priority View Details →
Scanned: 2026-01-10 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 page demonstrates a Windows bias by focusing on Active Directory-based authentication (Microsoft Entra Domain Services), referencing PowerShell as a primary access method, and mentioning Windows-centric tools and patterns (such as domain credentials and AD integration) without providing equivalent Linux-native examples or alternatives. There is a lack of explicit Linux authentication and management guidance, and Windows tools are mentioned before any Linux equivalents (if any).
Recommendations
  • Include Linux-native authentication options, such as LDAP/Kerberos integration, and provide setup examples.
  • Offer CLI and shell (bash) examples for cluster access and management alongside PowerShell.
  • Mention and document Linux tools (e.g., SSH, kinit, curl) for interacting with HDInsight clusters.
  • Clarify how Linux users can authenticate and manage clusters, especially in environments without Active Directory.
  • Ensure that examples and instructions are provided for both Windows and Linux platforms, with parity in detail and order of presentation.
GitHub Create Pull Request
Hdinsight Configure clusters for Microsoft Entra integration ...ned/apache-domain-joined-configure-using-azure-adds.md
High Priority View Details →
Scanned: 2026-01-10 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 Windows bias in several ways: PowerShell is used exclusively for certificate creation, with no Linux or cross-platform alternatives; Windows tools (ldp.exe, Windows VM domain join) are referenced for network testing and domain validation, while Linux equivalents are omitted; instructions for testing and validation are centered on Windows environments, and Linux-based approaches are only mentioned in passing or deferred to other documentation.
Recommendations
  • Provide Linux and cross-platform alternatives for certificate creation, such as using OpenSSL with example commands.
  • Include instructions for joining a Linux VM to the domain and validating connectivity (e.g., using realm, ldapsearch, or Kerberos tools).
  • Mention and demonstrate Linux tools for LDAP and DNS testing (e.g., ldapsearch, nslookup, dig) alongside Windows tools.
  • Ensure that examples and validation steps are presented for both Windows and Linux environments, not just Windows-first.
  • Add explicit Linux-focused troubleshooting and validation steps for network and domain integration.
  • Reference and link to Linux-specific documentation sections where relevant, and ensure parity in detail and guidance.
GitHub Create Pull Request
Hdinsight Manage Enterprise Security Package clusters - Azure HDInsight ...hdinsight/domain-joined/apache-domain-joined-manage.md
High Priority View Details →
Scanned: 2026-01-10 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 prioritizing Windows-centric tools (Visual Studio Code, Visual Studio Tools, Power BI, Excel), referencing Windows authentication patterns (Active Directory, AAD-DS), and omitting explicit Linux or cross-platform command-line examples (e.g., no Linux shell, SSH, or non-Windows editor instructions). Linux equivalents and usage patterns are not described or are only implied, and Windows tools are mentioned before any Linux alternatives.
Recommendations
  • Add explicit instructions and examples for accessing and managing clusters from Linux environments, including using Linux-native editors (e.g., Vim, Emacs) and command-line tools.
  • Provide examples for connecting to clusters using Linux shell commands (e.g., SSH, Beeline from Linux terminal) and clarify any platform-specific prerequisites.
  • Mention cross-platform alternatives to Windows-only tools (e.g., alternatives to Visual Studio Tools, Power BI) and ensure parity in documentation for both Windows and Linux users.
  • Clarify which steps and tools are platform-agnostic and which are Windows-specific, and provide guidance for macOS users where relevant.
  • Include screenshots or walkthroughs from Linux environments (e.g., Ambari UI accessed from Firefox on Ubuntu) to demonstrate parity.
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Hdinsight Enterprise security general guidelines in Azure HDInsight ...articles/hdinsight/domain-joined/general-guidelines.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits a moderate Windows bias. It references Windows-centric tools and patterns (Active Directory, Kerberos/NTLM, Ambari UI, Microsoft Entra Domain Services) and administrative concepts that are familiar to Windows administrators. Windows/AD terminology is used throughout, and Windows tools (such as Ambari UI, domain join, OU, SAMAccountName) are mentioned before or instead of Linux equivalents. While some Linux commands (e.g., ssh, ktutil, cron) are present, there are no explicit Linux-focused examples or guidance, and the overall framing assumes a Windows/AD environment as the default. There is little mention of Linux-native identity management, authentication, or alternative approaches.
Recommendations
  • Add explicit Linux examples and instructions for key tasks (e.g., managing Ranger audit logs, user sync, Kerberos keytab creation) using Linux-native tools and CLI commands.
  • Provide parity in documentation for Linux identity management and authentication (e.g., mention integration with LDAP, FreeIPA, or MIT Kerberos where possible).
  • Where Windows/AD terminology is used, clarify how equivalent concepts map to Linux environments and provide guidance for organizations using non-Windows infrastructure.
  • Include troubleshooting steps and configuration examples for Linux-based clusters and environments.
  • Balance references to Ambari UI and Windows-centric tools with CLI and Linux-native alternatives, ensuring both are covered equally.
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Hdinsight Connect Excel to Apache Hadoop with Power Query - Azure HDInsight ...ight/hadoop/apache-hadoop-connect-excel-power-query.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily focused on Windows environments, requiring a Windows workstation and Microsoft Excel for Power Query. All examples and instructions assume the use of Windows and Microsoft Office products, with no mention of Linux-compatible alternatives or cross-platform tools for connecting to HDInsight from non-Windows systems. The prerequisites and step-by-step instructions exclusively reference Windows OS and tools, omitting guidance for Linux users.
Recommendations
  • Add instructions or links for connecting to HDInsight from Linux workstations, such as using LibreOffice, OpenOffice, or other BI tools available on Linux.
  • Include examples using cross-platform tools (e.g., Python pandas, Apache Zeppelin, or Jupyter Notebooks) to query and analyze HDInsight data.
  • Clarify in the prerequisites that the described method is Windows-specific, and provide alternative approaches for Linux and macOS users.
  • Mention and document open-source or platform-neutral options for data import and analysis, ensuring Linux users have clear guidance.
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