Compare Apache Zeppelin vs. Spyder 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

Spyder’s multi-language editor comes equipped with a robust set of tools designed to enhance the editing experience, making it both user-friendly and effective. Among its standout features are syntax highlighting powered by pygments, real-time code and style evaluation through pyflakes and pycodestyle, and advanced completion capabilities, calltips, and navigation tools facilitated by rope and jedi. Users can also take advantage of a function and class browser, as well as options for horizontal and vertical window splitting, among other functionalities. Additionally, the integrated IPython console enables the execution of commands and interaction with data directly within IPython interpreters, providing a seamless workflow. The variable explorer further enriches this experience by allowing users to explore and manage the objects created by their code, displaying the namespace contents of the currently active IPython session. This tool not only shows global objects, variables, and class instances but also provides GUI-based editing options for adding, removing, or modifying values, thus supporting a highly interactive coding environment. Ultimately, Spyder combines these diverse features to create an effective platform for developers looking to streamline their coding processes.