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Shiny vs Superset: What are the differences?
Introduction:
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1. Shiny is an R package for building interactive web applications, while Superset is a data exploration and visualization platform.
Shiny is specifically designed for R users to create web applications with interactive interfaces, while Superset offers a broader range of features for exploring and visualizing data.
2. Shiny is tightly integrated with R, allowing users to leverage the power of R's statistical capabilities, while Superset supports multiple data sources and can be used with various programming languages.
Shiny allows users to easily incorporate R code and utilize R's extensive statistical libraries, making it a preferred choice for data analysts and statisticians. On the other hand, Superset is versatile and supports multiple data sources such as SQL databases, BigQuery, Druid, etc., making it suitable for users who work with different programming languages or data sources.
3. Shiny provides a more seamless user experience with its reactive programming model, whereas Superset focuses on providing a flexible and customizable visual interface.
Shiny's reactive programming model allows changes in input values to automatically update outputs, resulting in a smooth and interactive user experience. Superset, on the other hand, provides a flexible visual interface where users can customize and configure dashboards, charts, and other visualizations to suit their specific needs.
4. Shiny is primarily used for building applications that require data analysis and statistical modeling, while Superset is more geared towards data visualization and exploration.
Shiny's integration with R's statistical capabilities makes it particularly useful for developing applications that involve data analysis, advanced modeling techniques, and complex statistical algorithms. Superset, on the other hand, is focused on providing powerful data visualization and exploration features, making it a valuable tool for users who primarily work on data visualization and exploration tasks.
5. Shiny provides a more structured development environment with the use of RStudio and R packages, while Superset offers a web-based interface for creating and managing dashboards and charts.
Shiny developers typically utilize RStudio, an integrated development environment (IDE) for R, enabling them to take advantage of features like code version control, debugging, and package management. In contrast, Superset offers a web-based interface that allows users to create and manage dashboards, charts, and other visualizations without the need for traditional development tools.
6. Shiny offers a wide range of R packages for extending its functionality, while Superset provides a plugin architecture for additional customization and integration with external systems.
Shiny's extensive collection of R packages allows users to extend its capabilities by utilizing a variety of data manipulation, visualization, and modeling packages. Superset, on the other hand, offers a plugin architecture that enables users to customize and enhance its functionality by integrating with external systems, adding new visualization options, or creating custom data sources.
In summary, Shiny is an R package for building interactive web applications with a strong focus on data analysis and statistical modeling, tightly integrated with R's capabilities and utilizing RStudio for development. On the other hand, Superset is a versatile data exploration and visualization platform that supports multiple data sources, offers a flexible visual interface, and allows customization through plugins and integration with external systems.
Pros of Shiny
- R Compatibility8
- Free3
- Highly customizable and extensible2
Pros of Superset
- Awesome interactive filtering13
- Free9
- Wide SQL database support6
- Shareable & editable dashboards6
- Great for data collaborating on data exploration5
- User & Role Management3
- Easy to share charts & dasboards3
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Cons of Shiny
Cons of Superset
- Link diff db together "Data Modeling "4
- It is difficult to install on the server3
- Ugly GUI3