The Best Notebook Software in 2026
We researched notebook software from official websites, including pricing pages, plan tables, and product documentation. Products are ranked on their core job, value for money, and verified features such as execution options, collaboration, version history, and language support for interactive computational documents.
Our top picks
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Top ranked
Google Colab#1 of 259.4/10A capable browser notebook with free compute and paid access to more resources.
Free plan
-
Runner-up
Jupyter Notebook#2 of 259.2/10A flexible, free notebook environment for code, narrative, visualizations, and data-science work.
Free plan
-
Top-ranked free plan
JupyterLab#3 of 259.1/10A free, open-source notebook IDE with kernels, terminals, debugging, and extensions.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 25 tools, best first
-
Best forHosted notebooks with free compute
A capable browser notebook with free compute and paid access to more resources.
9.4/10★★★★★Visit Google Colab -
Best forGeneral-purpose open notebook work
A flexible, free notebook environment for code, narrative, visualizations, and data-science work.
- Version history
- Real-time collaboration
9.2/10★★★★★Try Jupyter Notebook -
Best forPower users wanting a notebook IDE
A free, open-source notebook IDE with kernels, terminals, debugging, and extensions.
- Version history
- Real-time collaboration
9.1/10★★★★★Visit JupyterLab -
Best forFree hosted notebooks with accelerators
A free hosted Jupyter environment with collaboration, versioning, and GPU or TPU access.
- Version history
- GPU compute
- Real-time collaboration
9.0/10★★★★☆Visit Kaggle -
Best forPolyglot teams needing deployment options
A flexible notebook platform with collaboration, computation, reporting, and deployment options.
- Version history
- GPU compute
- Real-time collaboration
Free plan · 14-day trial Our Datalore verdict → Visit DataloreFor vendors Sponsor this spot · #5 · $59/mo →8.9/10★★★★☆Visit Datalore -
Best forCollaborative data teams
A flexible notebook workspace for teams combining Python, SQL, collaboration, and cloud compute.
- Version history
- GPU compute
- Real-time collaboration
8.8/10★★★★☆Visit Deepnote -
Best forAnalytics teams building shareable outputs
A flexible hosted notebook platform for collaborative analytics and published outputs.
- Version history
- GPU compute
- Real-time collaboration
8.7/10★★★★☆Visit Hex -
Best forGit-friendly reactive Python notebooks
A free, Git-friendly Python and SQL notebook with reactive execution and broad integrations.
- GPU compute
8.5/10★★★★☆Visit marimo -
Best forInteractive JavaScript data notebooks
A strong fit for reactive, collaborative JavaScript data notebooks.
- Real-time collaboration
8.4/10★★★★☆Visit Observable -
Best forCloud notebook infrastructure with GPUs
A flexible cloud notebook platform for teams that need GPUs, distributed computing, and deployments.
- GPU compute
- Real-time collaboration
8.3/10★★★★☆Visit Saturn Cloud -
Best forHosted notebooks with flexible GPU machines
A flexible hosted notebook workspace with free access and paid capacity tiers.
- GPU compute
- Real-time collaboration
8.2/10★★★★☆Visit Paperspace -
Best forBig-data and Spark notebook workflows
A strong self-hosted choice for Spark-centered analytics and data-platform teams.
- Version history
- GPU compute
- Real-time collaboration
8.1/10★★★★☆Try Apache Zeppelin -
Best forOrganizations hosting notebook environments
A strong foundation for centrally managed notebook environments, not a complete collaborative authoring suite.
8.0/10★★★★☆Visit JupyterHub -
Best forLocal Jupyter users needing AI tools
A free, open-source desktop environment for local Jupyter notebooks and AI agents.
- Version history
- Real-time collaboration
7.9/10★★★★☆Visit nteract -
Best forReactive Julia notebook development
A free Julia notebook with reactive execution, widgets, collaboration, and export tools.
- Real-time collaboration
7.8/10★★★★☆Visit Pluto.jl -
Best forAdvanced mathematical and scientific notebooks
A broad notebook environment for advanced mathematics, science, data, and visualization.
7.7/10★★★★☆Visit Mathematica -
Best forOpen mathematical computing notebooks
A broad Python-based notebook environment for advanced mathematical computing.
7.6/10★★★★☆Visit SageMath -
Best forOracle-centered enterprise notebook workflows
A capable notebook environment for teams working inside Oracle Autonomous AI Database.
- Version history
- GPU compute
- Real-time collaboration
7.5/10★★★★☆Visit Oracle -
Best forPolyglot Spark notebook experimentation
A local, open-source notebook for mixed-language Scala and data exploration.
7.4/10★★★★☆Visit Polynote -
Best forPremium reproducible collaborative notebooks
A collaborative hosted notebook with broad runtime, compute, and publishing options.
- Version history
- GPU compute
- Real-time collaboration
7.3/10★★★★☆Visit Nextjournal -
Best forEmbedded browser-only Jupyter experiences
A focused open-source option for embedded, browser-only Jupyter notebooks.
7.2/10★★★★☆Visit JupyterLite -
Best forKubernetes-based enterprise notebook platforms
A Kubernetes-native notebook layer for teams managing AI and ML infrastructure.
- GPU compute
7.0/10★★★★☆Visit Kubeflow -
Best forLaunching reproducible repository environments
A strong choice for repository-backed environments, not a complete notebook authoring product.
6.8/10★★★☆☆Visit BinderHub -
Best forProgrammers keeping text-and-code notebooks on Mac
A focused Mac notebook for programmers who want notes and code in one place.
6.7/10★★★☆☆Visit Quiver -
Best forLocal command-line note taking and organization
A focused local notebook for organizing notes from the command line.
6.6/10★★★☆☆Visit Dnote
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Execution model | Real-time collaboration | Score |
|---|---|---|---|---|---|---|
| 1 | Google Colab | Yes | $8.33/user/mo | 9.4 | ||
| 2 | Jupyter Notebook | Yes | Free | Local | Yes | 9.2 |
| 3 | JupyterLab | Yes | Free | Hybrid | Yes | 9.1 |
| 4 | Kaggle Notebooks | Yes | Free | Hosted | Yes | 9.0 |
| 5 | Datalore | Yes | Hybrid | Yes | 8.9 | |
| 6 | Deepnote | Yes | $39/seat/mo | Hybrid | Yes | 8.8 |
| 7 | Hex | Yes | $36/user/mo | Hosted | Yes | 8.7 |
| 8 | marimo | Yes | Free | Hybrid | 8.5 | |
| 9 | Observable | Yes | $22/user/mo | Yes | 8.4 | |
| 10 | Saturn Cloud | $0.09/unit usage-based | Hosted | Yes | 8.3 | |
| 11 | Paperspace Notebooks | Yes | $8/mo | Hosted | Yes | 8.2 |
| 12 | Apache Zeppelin | Free | Hybrid | Yes | 8.1 | |
| 13 | JupyterHub | Yes | Free | Hybrid | 8.0 | |
| 14 | nteract | Yes | Free | Local | Yes | 7.9 |
| 15 | Pluto.jl | Yes | Free | Local | Yes | 7.8 |
| 16 | Mathematica | No | 7.7 | |||
| 17 | SageMath | Yes | Free | 7.6 | ||
| 18 | Oracle Machine Learning Notebooks | No | Hosted | Yes | 7.5 | |
| 19 | Polynote | Free | Local | 7.4 | ||
| 20 | Nextjournal | Yes | $299/mo | Hosted | Yes | 7.3 |
| 21 | JupyterLite | Free | No | 7.2 | ||
| 22 | Kubeflow Notebooks | Free | Hosted | 7.0 | ||
| 23 | BinderHub | Free | Hosted | 6.8 | ||
| 24 | Quiver | No | 6.7 | |||
| 25 | Dnote | Yes | Free | Local | 6.6 |
Head-to-head All 28 comparisons →
- Google Colab vs Jupyter Notebook
- Google Colab vs JupyterLab
- Google Colab vs Kaggle Notebooks
- Google Colab vs Datalore
- Google Colab vs Deepnote
- Google Colab vs Hex
- Google Colab vs marimo
- Jupyter Notebook vs JupyterLab
- Jupyter Notebook vs Kaggle Notebooks
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How we rank notebook software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update