Head-to-head · Notebook Software
Datalore vs Apache Zeppelin
Datalore leads on 0 checks, Apache Zeppelin on 0, and 4 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreDatalore · 8.9/10
- Free planonly Datalore
- Free trialonly Datalore
Datalore scores higher on our rubric for notebook software: 8.9 against 8.1 out of 10; our editors rank them #5 and #12.
Datalore is the better fit for polyglot teams needing deployment options. Apache Zeppelin is the better fit for big-data and Spark notebook workflows.
- Datalore fits best
Polyglot teams needing deployment options
- Apache Zeppelin fits best
Big-data and Spark notebook workflows
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.
Side by side
| Feature | Datalore 8.9/10 Visit ↗ | Apache Zeppelin 8.1/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.9 | 8.1 |
| Ranking | #5 in Notebook Software | #12 in Notebook Software |
| Best for | Polyglot teams needing deployment options | Big-data and Spark notebook workflows |
| Pricing model | Free plan + paid | Free |
| Starting price | — | Open source |
| Free plan | ✓ (best) | Not checked yet |
| Free trial | 14 days | — |
| Deployment | Cloud, Self-hosted | Self-hosted |
| Platforms | Web | Web, macOS, Linux |
| Support | Tickets, Community, Docs, Email | Community, Docs |
| Built for | Solo, Small business, Mid-market, Enterprise | Small business, Mid-market, Enterprise |
| Features Datalore 3/3 · Apache Zeppelin 3/3 | ||
| Real-time collaboration | ✓ | ✓ |
| Version history | ✓ | ✓ |
| GPU compute | ✓ | ✓ |
| Specs | ||
| Execution model | Hybrid | Hybrid |
| Supported languages | Python, SQL, R, Scala, Kotlin | Scala, Python, SQL, R, Java, Groovy, Shell, Markdown, SPARQL |
| Notebook formats | .ipynb, .datalore, .zip, .py, .kts, .scala, .r, .html | JSON, .zpln |
| Our review | ||
| Pros |
|
|
| Cons |
|
|
| Our verdict | Datalore is a collaborative data science notebook platform from JetBrains for teams working across analysis, reporting, and shared notebook workflows. It supports Python, SQL, R, Scala, and Kotlin, with database connections, SQL cells, CPU… Read the review → |
Apache Zeppelin is a self-hosted, web-based notebook for interactive data analytics, visualization, and collaboration. It is aimed at data-platform teams and analysts who need notebooks that can connect to multiple languages, processing… Read the review → |
Strengths and trade-offs
Datalore — where it wins
- Supports Python, SQL, R, Scala, and Kotlin notebooks
- Combines real-time collaboration, version history, and shared workspaces
- Offers cloud, API, and self-hosted deployment options
Where it doesn't
- Cloud Free excludes notebook version history
- GPU access is limited to paid Cloud computation and configurable On-Premises deployments
- The Cloud plan is listed without a separate plan price or distinct published entry
Apache Zeppelin — where it wins
- Built-in Apache Spark integration with pluggable interpreters
- Real-time collaboration, sharing, publishing, and Git versioning
- Charts, tables, REST APIs, and Kubernetes GPU support
Where it doesn't
- Self-hosted deployment requires teams to manage infrastructure
- Its data-platform focus is narrower than general Jupyter tools
- GPU support depends on Kubernetes interpreter pods
- Datalore8.9/10 · Free plan · 14-day trial
A flexible notebook platform with collaboration, computation, reporting, and deployment options.
Visit DataloreFull verdict → - Apache Zeppelin8.1/10 · Open source
A strong self-hosted choice for Spark-centered analytics and data-platform teams.
Try Apache ZeppelinFull verdict →
More comparisons
- Google Colab vs Datalore
- Jupyter Notebook vs Datalore
- JupyterLab vs Datalore
- Kaggle Notebooks vs Datalore
- Datalore vs Deepnote
- Datalore vs Hex
- Datalore vs marimo
All notebook software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update








