Free and open first
Best Data Science Analytics in 2026
Data science analytics tools help with tasks such as AutoML, model deployment, GPU compute, SQL workspaces, and dashboarding. Interfaces and deployment options can include web, API, Linux, macOS, Windows, and self-hosted setups.
- 30 apps
- Research read 7 Oct 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
Weka
Free plan Open source APILinuxMac+2Weka offers free machine-learning software with desktop downloads, a Java API, notebook use, and community packages.
- 3
Akkio
Free plan APISelf-hostedWebAkkio brings campaign workflow tools, data access, and modeling together, with web, API, and self-hosted options.
- 4
Apache Zeppelin
Free plan LinuxMacSelf-hosted+1Choose Apache Zeppelin for a free, open-source notebook that combines multiple language interpreters, data visualization, and collaborative editing.
- 5
BigML
Free plan APIMacSelf-hosted+1BigML combines a broad set of machine-learning methods with model explanations, workflow automation, and deployment options.
- 6
- 7
- 8
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.
- 9
Anaconda Notebooks
by Anaconda NotebooksFree plan WebAnaconda Notebooks offers cloud-based JupyterLab, browser access to Python environments, and notebook sharing and publishing.
- 10
MATLAB Grader
by MATLAB GraderFree plan LinuxMacWeb+1MATLAB Grader combines assignment authoring, automatic assessment and LMS integration for MATLAB instruction.
- 11
Google Agent Search
Free plan APIWeb - 12
H2O.ai
Free plan APIiPhoneSelf-hosted+1H2O.ai spans model development, operations, generative AI, and app building, with managed and self-hosted deployment choices.
- 13
- 14
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.
- 15
Posit Package Manager
Free plan APILinuxSelf-hosted+1Posit Package Manager offers repository governance, reproducible snapshots, internal build automation, and integrations for self-hosted teams.
- 16
Kaggle Notebooks
Free plan APIWebKaggle Notebooks combines hosted Python and R workspaces with saved versions, data attachments, and scheduling.
- 17
Orange Data Mining
Free plan LinuxMacWindowsOrange offers visual analysis workflows, a broad model catalog, and add-ons for specialized tasks, while working locally and offline.
- 18
Obviously AI
Free plan APIWebObviously AI offers several prediction use cases, model sharing, and integrations through a web interface. The Free plan is constrained to one seat, CSV input, and a 10 MB upload limit.
- 19
Altair AI Studio
Free plan LinuxMacWindows - 20
DataRobot
Free trial APILinuxSelf-hosted+1DataRobot combines AI development, deployment, and governance tools with several deployment options.
- 21
Databricks Data Intelligence Platform
Free plan WebDatabricks Data Intelligence Platform combines analytics, transaction support, streaming ingestion, and governance catalog features in a web platform.
- 22
- 23
Mathematica
by MathematicaFree trial LinuxMacWeb+1Mathematica brings computation, visualization, programming, and notebook documents into one system, with a broad set of built-in language functions.
- 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
Compare the free plan, paid starting point, and trial terms before signing up. If you need to read or change code, check the open-source licence. Also check the primary interface and deployment model against your setup.
Questions
Do these data science analytics tools have free plans?
A free plan is offered by tools on the list. Check the specific plan details before choosing.
Can I try a tool before paying?
Free trials are offered by tools on the list. Trial lengths and pricing terms vary, so review the listing before signing up.
Are open-source options available?
Yes. Open-source code is offered by tools on the list. Check the licence before reading, changing, or deploying the code.
Which platforms do these tools support?
Platforms listed include web, API, Linux, self-hosted, macOS, and Windows. Check the individual tool for its supported option.
What features can I compare?
The comparisons cover free plan, paid from, deployment model, primary interface, AutoML, model deployment, GPU compute, SQL workspace, and dashboarding.