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Metabase vs Pentaho: A Comparative Analysis

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    Introduction

    When analyzing business intelligence tools, Metabase and Pentaho are two prominent names that often come into the conversation. Each platform offers unique features tailored for data analytics and reporting, catering to different business needs and technical expertise levels. This page provides a detailed comparison of Metabase, with its user-friendly interface and Pentaho, known for its comprehensive integration capabilities.

    In the evolving landscape of business intelligence, it's crucial to consider how these tools align with current data strategies and technological advancements. As part of this exploration, we will also introduce Sourcetable, which offers a modernized, spreadsheet-like interface that syncs with your data, presenting an alternative for efficient business intelligence tasks like reporting and data analytics.

    Metabase

    What is Metabase?

    Metabase is an open-source analytics tool designed with a user-friendly UX, making data accessible to a broad audience. It supports direct connections to over 20 types of data sources, allowing users to perform queries without the need for extracts. Metabase caters to a variety of organizational needs through its multiple offerings including a free tier, a Pro plan with pay-as-you-go pricing, a fully managed hosted plan, and an Enterprise option.

    • Key Features

    • Connects to over 20 data sources
    • User-friendly interface
    • Query without extracts
    • Embedded analytics
    • Docker deployment option
    • Security and Compliance

      Metabase ensures data security and governance with features like single sign-on, permissions, auditing, and GDPR compliance.

    • Plans and Pricing

    • Free open-source tier
    • Pro plan with pay-as-you-go pricing
    • Hosted plan
    • Enterprise plan
    • Adoption

      Trusted by over 50,000 companies, Metabase has established itself as a reliable solution for data analytics across various industries.

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    What is Pentaho?

    Pentaho is a comprehensive data management platform that encompasses a suite of products to facilitate effective data handling. Its offerings cater to a variety of data-related needs within organizations.

    • Pentaho Products

    • Data Optimizer
    • Data Catalog
    • Data Integration
    • Business Analytics
    • The products incorporate artificial intelligence (AI) and machine learning (ML) to streamline and optimize data management processes. By leveraging these technologies, Pentaho aims to assist businesses in making informed decisions, fostering innovation, and achieving improved outcomes.

    Metabase

    Metabase Key Features

    Paid Plan Enhancements

    Metabase provides advanced functionalities for organizations through its paid plans, assisting them in scaling and delivering self-service analytics, both internally and embedded within applications.

    Authentication Options

  • SAML and JWT authentication for secure access
  • Multiple domain authentication with Google Sign-In
  • Granular Permissions

  • Data sandboxing for row and column-level permissions
  • Comprehensive permissions management including block, SQL snippet folder, and others
  • User and Group Management

    Group managers enable streamlined management of user roles and group permissions.

    Interactive Embedding

    Interactive embedding features allow for seamless integration of Metabase into other applications.

    Customization

  • Appearance customization to align with brand aesthetics
  • Dashboard subscriptions and alerts tailored to user preferences
  • Domain whitelisting for secure notifications
  • Content Moderation and Caching

  • Built-in content moderation tools for managing data presentation
  • Advanced caching controls and per-question caching options for optimized performance
  • Data Portability

    Metabase allows exporting application data to facilitate migration or setup of new instances.

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    Key Features of Pentaho

    Codeless Data Management

    Pentaho streamlines the preparation, building, deployment, and analysis of enterprise data without the need for coding, enhancing efficiency and accessibility for users across the organization.

    Deployment Flexibility

    With options for both on-premises and cloud deployment, Pentaho ensures flexibility for businesses. The Enterprise Edition (EE) is optimized for major cloud providers such as AWS, Google Cloud, and Azure.

    Data Integration and Analytics

    Pentaho provides a comprehensive suite of tools for data integration and analytics, supporting a wide range of business intelligence activities.

    Edition Options

  • The Pentaho Community Edition is available as an open-source platform, offering core engines and allowing users to explore its capabilities with some feature limitations.
  • Pentaho's Enterprise Edition includes a full feature set for more advanced data integration, ETL capabilities, and analytics.
  • Trial Availability

    Pentaho offers a free 30-day trial, allowing potential users to evaluate the software's features before committing to a purchase.

    Metabase

    Metabase Pro for Business Intelligence

    Enhanced Security and Compliance

    Metabase Pro ensures strict data governance with its advanced permissions, including row-level and column-level permissions. This granular control facilitates compliance with data privacy regulations.

    Customized Data Visualization

    Embedded analytics and the ability to embed charts and dashboards streamline reporting. White-labeling and customization options let businesses tailor the look and feel of their BI tools.

    Support and Success Services

    A world-class success team provides technical support, aiding with onboarding and offboarding. This ensures continuous and optimized use of the BI tool for all business sizes.

    Operational Efficiency

  • Row filtering accelerates data analysis by focusing on relevant data subsets.
  • Usage analytics offer insights into the Metabase instance's performance.
  • Set up subscriptions and alerts to keep stakeholders informed.
  • Performance Optimization

    Caching of slow and unused content enhances the performance of the BI system, ensuring efficient data processing and report generation.

    Infrastructure Management

  • Exporting instance configurations and content as YAML files simplifies backups and migrations.
  • Serialization allows syncing multiple environments, maintaining consistency across platforms.
  • Templates created from configuration settings streamline deployment across various environments.
  • Access Control

    Role-based permissions on databases using connection impersonation provide a secure method of managing database access, ensuring only authorized personnel have the appropriate level of access to sensitive data.

    Metabase

    Disadvantages of Using Metabase for Business Intelligence

    Performance Issues

    Metabase experiences slowdowns with simultaneous multi-user access and during heavy data loads, affecting real-time data analysis.

    Significant delay and latency issues arise when working with large datasets, leading to long report loading times and slow data rendering.

    Complex Query Limitations

    Linking data for complex queries is difficult, hindering the ability to perform advanced data analytics.

    Data Governance and Versioning

    The scope of data governance is limited, and the lack of code versioning support complicates collaboration and change management.

    Customization and Integration Challenges

    Metabase provides limited options for chart customization, restricting visual data representation.

    Difficulties updating the software and integrating different databases can impact the adaptability of Metabase within diverse data environments.

    User Experience Constraints

    The software is generally slow, affecting usability, and is not optimized for creating dashboards, limiting its effectiveness as a reporting tool.

    Authentication Limitations

    Metabase does not support Azure SSO on the free edition, potentially complicating user authentication and access control for businesses relying on Azure services.

    Metabase

    Frequently Asked Questions About Metabase

    How can I filter data by date in Metabase?

    You can use the trend widget in Metabase to filter data by date.

    What should I do if I encounter a 550 5.7.60 SMTP error in Metabase?

    The SMTP setup in Metabase can cause a 550 5.7.60 SMTP error. Ensure that your SMTP settings are correctly configured.

    Can I edit data in Snowflake or Athena using Metabase?

    No, Metabase does not allow editing of data in Snowflake and Athena.

    Does Metabase have a feature to manage and view metadata?

    Yes, Metabase has a metadata SQL which can be used to manage and view metadata.

    Is there a way to programmatically interact with Metabase?

    Yes, Metabase has an API which allows for programmatic interaction.

    Use Cases for Metabase

    • Metabase

      Bringing company-wide transparency to customer care

    • Metabase

      Helping teams get insights from their data

    • Metabase

      Transforming data analysis

    • Metabase

      Embedding analytics in SaaS platforms

    • Metabase

      Improving decision-making and increasing earnings

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    Advantages of Pentaho for Business Intelligence

    Comprehensive Reporting and Data Integration

    Pentaho offers an extensive suite of tools for effective reporting and data integration tasks. Its robust reporting module allows for the creation of detailed and interactive reports. Pentaho's mature data integration module is capable of handling complex and large data sets, making it suitable for both small and large organizations.

    Customization and Flexibility

    The platform's high customizability and flexibility ensure that it can be tailored to meet the specific needs of diverse business intelligence scenarios. This adaptability extends to its ETL (Extract, Transform, Load) capabilities, which support XML and JSON data, and its data ingestion modules that facilitate efficient data import and transformation.

    User-Friendly Interface and Learning Curve

    Pentaho is recognized for its user-friendly interface which simplifies the process of creating simple jobs and transformations. Its easy-to-learn built-in ETL tools and interactive analysis reports enable users to quickly become proficient, thereby shortening the learning curve for new users.

    Stability and Reliability

  • The ETL component of Pentaho is noted for its stability and reliability, important features for scheduled ETL processes and complex analytic use cases.
  • Its robustness ensures that businesses can depend on Pentaho for consistent performance even when handling large volumes of data.
  • System Integration and Future Proofing

    Integrating Pentaho with existing systems is a straightforward process, adding to its appeal for businesses seeking a BI tool that will seamlessly fit into their current tech ecosystem. Pentaho's forward-looking design means it can consume data from a variety of sources, positioning it as a future-friendly option for evolving data analytics needs.

    Visualization for Business Insights

    The platform's visualizations are particularly effective for sales and marketing presentations, providing clear and actionable insights that can drive decision-making. Pentaho's dashboard development module further enhances its capability to visualize data in a meaningful way for business users.

    Machine Learning Capabilities

    Pentaho's functionality as a machine learning platform adds an advanced layer of analytics, allowing businesses to leverage predictive insights for strategic advantage.

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    Disadvantages of Using Pentaho for Business Intelligence

    Limited Data Visualization and ROLAP Scaling

    Pentaho's capabilities in data visualization are not as extensive as some users may require. The provided graphs and layouts for diagrams and charts are considered limited and outdated. Additionally, Pentaho's ROLAP feature, which is based on Mondrian, faces scalability issues when handling a large subscriber base across various time periods.

    Lack of Support and Machine Learning Integration

    There is a notable deficiency in support and guidance for WEKA within Pentaho, which extends to its machine learning platform that is infrequently utilized in production environments. This can be a significant drawback for organizations looking to leverage advanced analytics.

    Operational Challenges with ETL Tool

    Pentaho's ETL tool lacks clear error codes, making troubleshooting a complex task. Users have also reported difficulties when trying to schedule ETL packages with the Windows Task Scheduler. Moreover, the database connections are susceptible to timeouts after certain periods, potentially disrupting ongoing tasks.

    User Experience and Performance Issues

    The tools available for creating new report template designs could benefit from enhancements, which affects the overall user experience. Pentaho exhibits performance issues with many of its steps, further complicating the data handling process. Additionally, data limitations can present a challenge for comprehensive analytics.

    Learning Curve and Market Reputation

    New users may encounter a steep learning curve when adopting Pentaho, which can delay proficiency and productivity. Compared to other BI tools with stronger reputations, Pentaho may not always be the first choice for organizations seeking a well-established solution for their business intelligence needs.

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    Frequently Asked Questions About Pentaho

    What is Pentaho designed for?

    Pentaho is designed for data-driven tasks and mission-critical work.

    Can Pentaho be used for tasks related to COVID-19?

    Yes, Pentaho can be utilized for COVID-19 related work.

    Is Pentaho suitable for mission-critical applications?

    Yes, Pentaho is suitable for mission-critical applications.

    Use Cases for Pentaho

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      Building a data warehouse for centralized data management

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      Analyzing sales data to inform business strategies

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      Examining customer data to improve service and targeting

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      Creating dashboards and reports for real-time business insights

    sourcetable

    Why Sourcetable is a Superior Business Intelligence Tool to Metabase and Pentaho

    • Simplified Data Reporting and Analytics

      Sourcetable streamlines the process of reporting and analyzing data by integrating data from various services into an easy-to-use spreadsheet interface. This approach eliminates the complexity often associated with traditional business intelligence tools, making it more efficient for users to manage their data.

    • Unified Data Synchronization

      With its ability to sync data across all connected services, Sourcetable offers a centralized platform for data insights. Unlike Metabase and Pentaho, which may require additional steps to aggregate data from multiple sources, Sourcetable provides a cohesive view of data in real-time.

    • User-Friendly Interface

      The spreadsheet-like interface of Sourcetable is familiar to most users, reducing the learning curve and enabling quick adoption. In contrast to Metabase's user-friendly UX and Pentaho's analytics capabilities, Sourcetable's intuitive design makes it accessible to users with varying levels of technical expertise.

    • Enhanced Accessibility and Collaboration

      Sourcetable's platform is designed for collaboration, allowing multiple users to work on the same dataset simultaneously. This feature promotes teamwork and makes it easier to share insights across an organization, improving decision-making processes.

    • Streamlined Business Intelligence

    • Reduces complexity of data management
    • Offers real-time data synchronization
    • Provides a familiar and intuitive interface
    • Facilitates collaboration and data sharing
    Metabase
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    Comparing Metabase and Pentaho

    Business Intelligence Capabilities

    Both Metabase and Pentaho serve as business intelligence tools that enable companies to perform data analysis and create reports and dashboards. They provide valuable insights into data to inform business decisions.

    User-Friendly Interfaces

    Metabase and Pentaho are designed with user-friendly interfaces, making data exploration accessible to users who may not have technical expertise in data analysis or SQL.

    Data Source Connectivity

    Both platforms have the capability to connect to a variety of data sources, allowing users to integrate and analyze data from multiple systems within their organizations.

    Self-Service Analytics

    Metabase and Pentaho offer self-service analytics tools, empowering users to explore and visualize data on their own without the need for constant IT support.

    Deployment Options

    Both Metabase and Pentaho provide deployment flexibility. Users can opt for cloud-based solutions or deploy the tools on-premises, depending on their business needs and data security requirements.

    Open-Source Availability

    Metabase is available in a free open-source tier, similar to Pentaho's Community Edition, which offers core business intelligence features without licensing costs.

    Security and Compliance

    Both tools offer enterprise-grade security features to protect data and comply with regulations. Metabase specifically highlights GDPR and SOC 2 Type II compliance.

    Embedding and Integration

    Metabase and Pentaho allow the embedding of analytics and dashboards into other applications, enabling integrated analytics experiences for end-users.

    Metabase
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    Metabase vs. Pentaho

    User Interface and Experience

    Metabase is praised for its user-friendly UI, offering a friendly UX that allows non-technical users to create dashboards and analytics easily. Pentaho, while offering robust BI capabilities, may present a steeper learning curve for new users.

    Deployment and Accessibility

    Metabase can be deployed in 3 minutes and is accessible to all users within a company. It offers Metabase Cloud and an open-source option for deployment. Pentaho provides both community and enterprise editions but typically requires more time and expertise to set up and maintain.

    Integration and Data Sources

    Both Metabase and Pentaho can connect to a variety of data sources. Metabase connects to over 20 data sources without requiring data extracts, which allows for real-time data analysis. Pentaho also connects to numerous data sources and offers ETL (Extract, Transform, Load) capabilities, which can be crucial for data preprocessing in complex scenarios.

    Cost and Plans

    Metabase offers a free open-source tier and a pay-as-you-go Pro plan tailored for enterprise users with additional features like enhanced permissions, caching, and audit controls. Pentaho, on the other hand, while offering a community edition for free, generally requires purchasing a subscription for the enterprise edition which includes professional support and additional enterprise features.

    Compliance and Security

    Metabase is compliant with SOC 2 Type II and GDPR, highlighting its commitment to enterprise-grade security and privacy. Pentaho also offers strong security features; however, details regarding specific compliances may vary and should be reviewed in the context of the current version and deployment.

    Customization and Embedding

    Metabase allows embedding analytics into customer-facing applications with options for whitelabeling and customization without code. Pentaho also supports embedding but may require more technical effort for customization and integration into other products.

    Self-Service Analytics

    Metabase focuses on self-service analytics, enabling users to explore data through a visual query builder and create dashboards with little to no SQL knowledge. Pentaho provides a suite of tools for data analysis but may not be as focused on self-service for non-technical users.

    sourcetable

    Comparison of Metabase, Pentaho, and Sourcetable

    Deployment and Accessibility

    Metabase can be deployed via Metabase Cloud or as an open-source option, connecting to over 20 data sources and is accessible to all users. Pentaho, by contrast, is a more traditional BI tool that typically requires more setup and can be deployed on-premises or in the cloud. Sourcetable is a spreadsheet interface that integrates data from various sources, focusing on ease of use without requiring deployment.

    User Interface and Experience

    Metabase features a user-friendly UX with visual query builders, allowing non-technical users to create dashboards and analytics easily. Pentaho offers a comprehensive suite of tools for data integration and analytics but is generally considered to have a steeper learning curve. Sourcetable provides a familiar spreadsheet-like interface, making it accessible to users accustomed to working with Excel or Google Sheets.

    Cost and Plans

    Metabase offers a free open-source tier, a pay-as-you-go Pro plan, and an enterprise plan, appealing to a wide range of users from startups to large companies. Pentaho has a community edition and commercial versions, which might be more expensive due to its extensive features. Sourcetable, while not explicitly compared here, is likely to follow a freemium model typical of SaaS products, with paid features for advanced users.

    Features and Capabilities

    Metabase excels in self-service analytics, with features like caching, auditing, and embedding without code making it versatile for different business needs. Pentaho provides robust data integration, ETL capabilities, and a full suite of BI functions, suitable for complex data workflows. Sourcetable's key features revolve around its ease of use and seamless integration with data sources, aimed at simplifying data manipulation and visualization.

    Security and Compliance

    Metabase is SOC 2 Type II and GDPR compliant, offering enterprise-grade security features, which is crucial for large organizations. Pentaho also supports enterprise security standards, although specifics would have to be verified. Sourcetable's security features are not detailed here, but it would need to ensure data protection to be competitive in the BI space.

    Integration and Embedding

    Metabase can be embedded in other products with features like iframe or JWT-signed embeds, facilitating customer-facing analytics. Pentaho provides comprehensive integration capabilities with other systems but may require more technical expertise to embed. Sourcetable's integration features are not specified, but its spreadsheet model suggests ease of integration with common business tools.

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    Frequently Asked Questions About Sourcetable

    What is Sourcetable and who typically uses it?

    Sourcetable is a spreadsheet application that replaces workflows typically done in Excel, Google Sheets, and Business Intelligence tools. It is commonly used by growth teams and business operations teams.

    How does Sourcetable handle data from third-party applications?

    Sourcetable allows users to access and query data from most 3rd party applications, and it syncs data from over 100 applications and most databases. Data integrations update every 15 minutes on the regular plan and every 5 minutes on the pro plan.

    Is coding required to use Sourcetable?

    No, Sourcetable does not require any coding to use. Users can build live models and create reports within minutes.

    How much does Sourcetable cost and is there a trial period?

    Sourcetable costs $50 per month on the starter plan and $250 per month on the pro plan. All plans include a 14-day free trial.

    Do models in Sourcetable update automatically?

    Yes, models in Sourcetable update automatically as data updates.

    Metabase

    Metabase Pricing Plans

    • Starter Plan

      Metabase's Starter plan is priced at $85 per month, encompassing up to 5 users. Additional users can be added at a cost of $5 per month each. Opting for annual billing provides a 10% discount, pricing the plan at $918 per year.

    • Pro Plan

      The Pro plan is available for $500 per month, including 10 users. Extra users are charged at $10 per month. The annual subscription for the Pro plan, with a 10% discount, costs $5400 per year.

    • Enterprise Plan

      Custom pricing for the Enterprise plan starts at a minimum of $15,000 per year per user, with the actual cost dependent on the number of users and specific enterprise needs.

    • Open Source Plan

      The Open Source plan is offered for free, making it an accessible option for users with no associated costs.

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    Pentaho Cost Information

    • Vendor Pricing

      Pentaho's specific cost details are not disclosed by the vendor.

    • Trial and Open Source Availability

      Pentaho provides a free trial for users to evaluate the software.

      The platform is open source and available at no cost.

    Metabase

    User Reviews of Metabase

    • Overall Ratings

      Metabase has an overall rating of 4.5 out of 5, indicating high user satisfaction.

    • Usability

      Users frequently rate Metabase with a perfect score for its ease of use, particularly highlighting its suitability for non-technical users and its straightforward setup and deployment process.

    • Functionality

      Reviewers commend Metabase for its capabilities in building dashboards, analyzing data, and tracking KPIs. Its integration with SQL and Google Analytics is also noted positively.

    • Customer Service

      Customer service for Metabase is rated highly, with many users giving it a 5.0 rating.

    • Value for Money

      The tool is considered inexpensive and provides good value for money, earning a top rating in this category.

    • Performance Issues

      Some users report performance drawbacks such as delays, latency with larger data sets, and slowdowns when multiple users access the system simultaneously.

    • Technical Challenges

      Challenges cited include the difficulty in contributing to the project due to it being written in CoffeeScript, and issues with larger loads leading to crashes.

    • Limitations

    • Metabase is not seen as the most advanced analytics tool available.
    • It does not allow for joins between different databases.
    • Non-trivial configuration is required to run in open source mode.
    • Positive Features

    • Users appreciate the self-hosted version available for free.
    • The tool excels in data security and integrity.
    • Great for self-service analytics and versatile use beyond dashboards.
    • Convenient alert system for query results.
    • User Interface (UI)

      The user interface is frequently praised for its quality, contributing to the overall positive user experience.

    • Market Position

      Despite some criticisms, Metabase is recognized as a market leader in analytics.

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    User Reviews of Pentaho

    • General Overview

      Pentaho is recognized as an open-source business intelligence and analytics suite, highly regarded for its Data Integration module. Acquired by Hitachi Data Systems in June 2015, Pentaho supports various organizational needs, including ETL processes, data ingestion, and reporting. It is praised for its flexibility, wide range of tools and features, and ease of learning. Users find Pentaho to be a valuable tool for data warehouses, data migration, analytics, and is considered agile, safe, powerful, and flexible.

    • Functionality and Use Cases

      Users often employ Pentaho for ETL processes, data ingestion, and preparing data for reporting. It serves various industries, including IT, human resources, healthcare, and finance. The suite is good for data science, data mining, and machine learning, as well as importing data from any source and managing it across different environments. Pentaho excels at integrating with big data and is suitable for any organization dealing with information and databases.

    • Usability and Learning Curve

      While Pentaho is considered easy to learn and highly customizable, some users report a steep learning curve, particularly concerning its UI and visualization tools. The intuitive visual interface of Pentaho's Data Integration module makes it accessible, yet some aspects such as reporting and JSON file reading are noted as less efficient compared to other tools.

    • Data Integration and Transformation

      The Pentaho Data Integration tool, also known as Kettle, is often highlighted as the best component of the suite. It allows for the transformation of text files, excel files, and scripts into various formats like tables and reports. Kettle is valued for its graphical user interface, error handling, logging, and performance, although it has been reported to have performance issues with some steps, such as JSON input, and imperfect big data connections.

    • Support and Community

      Pentaho benefits from a good community, which is an asset given that the support is not always rated highly. Users appreciate the option of leveraging community resources for learning and troubleshooting.

    • Summary

      In summary, Pentaho is a versatile, open-source suite suitable for a wide array of data-related tasks. It is well-suited for organizations looking for a customizable and comprehensive tool for data management and analytics, despite some challenges with its user interface and certain functionalities.

    Conclusion

    In comparing Metabase and Pentaho, we have seen that both platforms offer robust business intelligence solutions with unique strengths. Metabase excels in user-friendliness and quick setup, while Pentaho offers comprehensive tools for data integration and advanced analytics.

    For businesses seeking a more streamlined approach, Sourcetable may be an appealing alternative. It simplifies the process by syncing data in real-time across various services into an easily manageable spreadsheet format.



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