Compare Apache Zeppelin vs. ibi FOCUS in 2025

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Description

A web-based notebook facilitates interactive data analytics and collaborative documentation using SQL, Scala, and other languages. With an IPython interpreter, it delivers a user experience similar to that of Jupyter Notebook. The latest version introduces several enhancements, including a dynamic form at the note level, a note revision comparison tool, and the option to execute paragraphs sequentially rather than simultaneously, as was the case in earlier versions. Additionally, an interpreter lifecycle manager ensures that idle interpreter processes are automatically terminated, freeing up resources when they are not actively being utilized. This improvement not only optimizes performance but also enhances the overall user experience.

Description

ibi™ FOCUS stands out as the leading integrated development environment designed specifically for IBM Z applications, providing direct support for a range of functionalities including reporting, transaction processing, charting, as well as both interactive and batch processing, along with universal file description. It offers extensive data access through adapters compatible with all major mainframe databases and file systems, enabling outputs in numerous formats. By streamlining user interaction and data access processes, FOCUS employs a unified access language applicable across all data structures, featuring universal JOIN and merge capabilities. Reporting options are available in an exceptional variety of data and graphic formats, such as HTML, PDF, PS, IDA (InDocument Analytics), XLSX, and PPTX. Moreover, FOCUS establishes a robust and efficient runtime environment tailored for IBM Z Systems, empowering users to tap into the distinctive functionalities of IBM Z for enhanced speed and cost efficiency. By integrating hardware-level native arithmetic, it ensures high accuracy levels and supports decimal precision formats, thereby enhancing data integrity and usability in complex applications. This unique combination of features positions FOCUS as an invaluable tool for developers in the IBM Z ecosystem.