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Alternatives · 2026

The best Kubeflow Pipelines alternatives

The rest of Best Notebook Software, in this site's order: each with what it costs, where it runs and its record score.

1
Paperspace Notebooks

It suits people exploring data or developing machine-learning models in hosted Jupyter notebooks, including teams that need shared storage and…

WebWindowsMac+3 $8 a month Record6.0 Visit
2
Datalore

Datalore suits people and teams working with notebooks, databases and shared data reports.

WebLinuxAPI+1 $29.17 a month, billed yearly Record5.7 Visit
3
Pluto.jl

Pluto.jl is designed for students and teachers working with Julia notebooks.

AndroidWebWindows+4 Free plan Record5.7 Visit
4
Deepnote

Deepnote suits data professionals and teams working with analysis, exploration, or machine learning who want collaborative notebooks, dashboards, or…

WebWindowsMac+4 $3,920 a month, billed yearly Record5.5 Visit
5
JupyterLab

JupyterLab suits people working with notebooks and code in exploratory computing, including data science, scientific computing, computational…

WebWindowsMac+3 Free plan Record5.3 Visit
6
marimo

It suits data scientists, analysts, educators, engineers, and developers who want Python notebooks for data work or app building.

WebWindowsMac+4 Free plan Record5.3 Visit
7
Nextjournal

It suits researchers, data scientists, professors, scientists, and library authors who need reproducible notebooks or collaboration across languages.

WebSelf-hosted $299 a month Record5.3 Visit
8
Google Colab

Colab may suit students, educators, data scientists, AI researchers, and researchers who want to work with Python notebooks in a browser.

WebBrowser extensionAPI+1 Free plan Record5.2 Visit
9
Hex

Community is listed for hobbyists and small projects, Professional for individuals, Team for companies collaborating on data, and Enterprise for…

WebAPI $36 a month Record5.2 Visit
10
SageMath

SageMath suits students, mathematicians and researchers needing broad mathematical tools across desktop, browser, command-line or self-hosted…

WebWindowsMac+2 Free plan Record5.0 Visit
11
Apache Zeppelin

Zeppelin suits people building interactive analytics notebooks with supported languages and data backends.

WebMacLinux+1 Free plan Record4.9 Visit
12
JupyterLite

JupyterLite suits people who want browser-based notebooks or a lightweight REPL without setting up a dedicated application server.

AndroidWebLinux+1 Free plan Record4.9 Visit
13
Dnote

Dnote suits people who prefer terminal-based note capture and locally stored SQLite notebooks.

WindowsMacLinux+2 Free plan Record4.8 Visit
14
JupyterHub

JupyterHub suits classes, research groups, data science teams, and organizations that need to provide individual computational environments to a…

WebLinuxAPI+1 Free plan Record4.7 Visit
15 WebAPI Free plan Record4.7 Visit
16
Observable

Observable suits people who want to explore data and explain ideas through interactive code notebooks, alone or with collaborators.

WebSelf-hosted $22 a month Record4.7 Visit
17
Polynote

Polynote suits developers and data practitioners who need mixed-language notebooks, Scala, Spark, and local execution.

WebMacLinux+1 Free plan Record4.7 Visit
18 WindowsMacLinux+1 Free plan Record4.6 Visit
19 WebWindowsMac+1 — Record4.5 Visit
20
Saturn Cloud

It may suit teams operating GPU infrastructure for inference, training, fine-tuning, or development workspaces.

WebAPISelf-hosted $0.09 usage-based Record4.5 Visit
21
BinderHub

BinderHub suits users sharing reproducible environments, authors publishing interactive repositories, and operators running their own service.

WebAPISelf-hosted Free plan Record4.4 Visit
22 WebSelf-hosted Free plan Record4.3 Visit
23 Mac $9.99 one-time Record3.9 Visit
24 Web — Record2.5 Visit