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Taipy

Go beyond existing librariesBuild Python Data & BI web applications

Freemium
Screenshot of Taipy

Description

Taipy is a powerful Python library designed to simplify and accelerate the development of data and business intelligence (BI) web applications. It enables users, from data scientists to Python developers, to build everything from simple pilots to complex, production-ready applications entirely in Python, without compromising on performance, customization, or scalability. The platform is optimized for handling large datasets efficiently through features like built-in data decimation for charts and caching control for graphical events, leading to significantly faster rendering and interaction for resource-heavy applications.

Taipy enhances the development workflow with tools like Taipy Studio, a VS Code extension offering a graphical editor for scenario management, and features such as a task scheduler, customizable UI themes, multi-user support, and the ability to run long computational jobs in the background. It also facilitates integration with major data platforms like Databricks, Dataiku, and AWS SageMaker, making it a versatile solution for various data-driven projects. Additionally, Taipy includes 'TalkToTaipy', an LLM-based feature for exploring datasets using natural language.

Key Features

  • Performance Optimization: Enhances rendering speed (up to 10x faster) with caching control and selective graphical component updates.
  • Large Data Support: Manages massive datasets efficiently with a built-in decimator for charts, reducing data points without losing data essence.
  • Taipy Studio: A VS Code extension providing a convenient graphical editor for scenario management and pipeline configuration.
  • Tasks Scheduler: Allows methods to be invoked at specific times or regular intervals.
  • Customizable Styles: Offers predefined themes and the ability to build custom themes for applications.
  • Multi-User Support: Enables multiple end-users to interact with an application, each with their own state.
  • Long Jobs Execution: Runs resource-heavy tasks in the background without impacting user experience.
  • TalkToTaipy: LLM-based application to explore datasets using natural language queries.
  • Integrations: Connects with leading data platforms like Databricks, Dataiku, Google Colab, AWS SageMaker, IBM Watson, and Snowflake.
  • Scenario Management: Facilitates detailed what-if analyses, tracking of executions, and data sources for ML experimentation.
  • Taipy Designer: A drag-and-drop GUI builder for creating custom data dashboards directly over Python code.
  • Distributed Computing: Provides scalability and performance for handling multiple and complex computations efficiently.

Use Cases

  • Building sales prediction dashboards
  • Developing fraud detection applications
  • Creating drift detection systems for datasets
  • Visualizing stock market data and forecasts
  • Monitoring real-time pollution levels
  • Classifying customer churn and enhancing loyalty
  • Experimenting with machine learning models and parameters
  • Streamlining full-stack project development (GUI, backend, DevOps)
  • Creating custom data dashboards for business analysts

Frequently Asked Questions

Is pricing based on users or features?

Pricing is based on users and not features. There are two types of users: Development Users - Creators, builders, developers that are responsible for creating the application. Deployment Users – Business Users, users that are responsible for interacting with the application.

Do you require a special license for Testing, Stagings and Backups?

No, a special license is not required. You have complete flexibility how you chose to use your licenses.

Does integration cost extra?

No, we do not charge an extra fee for integration. In-fact we provide examples on how to integrate with disparate data sources and platforms, for example Databricks, Dataiku, Snowflake.

Is the price dependent on the Cloud provider?

No, Taipy is cloud agnostic. Taipy applications can be deployed on any cloud platform regardless of where the data resides and how it is consumed.

Is support included?

Yes, support is included as part of the license subscription fee. Specialized/custom support is available on request.

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