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Best Data Science Platforms in 2026
Data science platforms provide environments for exploring data, developing models, and managing analytical work. Compared on hosted notebooks, supported languages, and deployment options, the entries let you consider where and how you prefer to work. Version control and workflow automation offer additional ways to compare collaboration and process support, while model deployment helps you assess options for taking models beyond development. Free-plan availability and paid-from pricing provide cost context. Paperspace Gradient, Deepnote, and Datalore are among the platforms named here; JupyterLab and KNIME Analytics Platform offer further choices. Weigh these listed capabilities against the languages, workflows, and deployment needs of your projects.
- 32 apps
- Research read 24 Sept 2026
- How the order is worked out
- 1
JupyterLab
by JupyterLabFree plan Open source APILinuxMac+3JupyterLab brings notebooks, code, and data work into one configurable environment, with support for extensions and collaboration.
- 2
Paperspace Gradient
Free plan Open source APIExtensionLinux+4Gradient combines browser-based notebook work with model deployment and on-demand compute. Check the limits of the selected free plan and account for paid instance utilization costs.
- 3
- 4
- 5
Google Colab
Free plan APIExtensionSelf-hosted+1Colab combines browser-based Python notebooks, data imports, and optional AI coding assistance, with free compute that includes GPUs and TPUs.
- 6
Anaconda Notebooks
by Anaconda NotebooksFree plan WebAnaconda Notebooks offers cloud-based JupyterLab, browser access to Python environments, and notebook sharing and publishing.
- 7
MLJAR Studio
Free plan LinuxMacSelf-hosted+1MLJAR Studio combines AI-assisted analysis, experiment management, and Python notebooks, with local processing as the default.
- 8
ML Workspace
Free plan LinuxMacSelf-hosted+2ML Workspace groups IDEs, libraries, and monitoring tools in a self-deployed environment.
- 9
H2O.ai
Free plan APIiPhoneSelf-hosted+1H2O.ai spans model development, operations, generative AI, and app building, with managed and self-hosted deployment choices.
- 10
- 11
KEEL
Free plan LinuxMacWindowsKEEL brings data preparation, experiment design, and statistical comparison into one research- and education-oriented suite.
- 12
KNIME Analytics Platform
by KNIME Analytics PlatformFree plan LinuxMacWindowsKNIME Analytics Platform offers a broad, extensible environment for data workflows without a software charge. Downloading requires an email address and acceptance of terms and the Privacy Policy.
- 13
Saturn Cloud
by Saturn CloudFree plan APISelf-hostedWebChoose Saturn Cloud for a platform that coordinates GPU infrastructure and workloads, with separate customer clusters and usage metering.
6.8 Visit site - 14
Alibaba Cloud Machine Learning Platform for AI
Free plan WebThe platform covers several stages of machine-learning work, from development and workflow design to model deployment.
- 15
Kubeflow Notebooks
Free plan Self-hostedWebChoose Kubeflow Notebooks if you want free, open-source notebook environments running inside Kubernetes, with configurable resources and organization-level access control.
- 16
Altair AI Studio
Free plan LinuxMacWindows - 17
DataRobot
Free trial APILinuxSelf-hosted+1DataRobot combines AI development, deployment, and governance tools with several deployment options.
- 18
Glycerine Workbench
Free plan WebChoose Glycerine Workbench when your work centers on cloud-based images and templates with plan-based user and image allowances.
- 19
IBM Watson Studio
Free plan Web - 20
- 21
NVIDIA AI Workbench
Free plan LinuxMacWindows - 22
3DEXPERIENCE Enterprise Data Science
Paid WebChoose 3DEXPERIENCE Enterprise Data Science if your organization needs enterprise-wide data analysis for supply chains, programs, components, or asset maintenance.
- 23
Domino Data Lab
Paid APISelf-hostedWebDomino brings model development, deployment, collaboration, and governance into one enterprise platform. Buyers should request pricing and compare plan limits and deployment options with their needs.
- 24
SAS Advanced Analytics
by SAS Advanced AnalyticsFree trial APISelf-hostedChoose SAS Advanced Analytics if your organization needs broad analytics and model-management capabilities with governance tools and flexible deployment.
- 25
Azure Machine Learning
Paid WebChoose Azure Machine Learning if your workflows need forecasting, evaluation, automated learning, or batch and real-time deployment.
4.9 Visit site
#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price
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