# Apache Zeppelin alternatives

The highest-scoring alternative to Apache Zeppelin in ML Notebooks is **Observable** (74/100), against Apache Zeppelin's 49/100. Ranked on independent signals, not user reviews. No vendor pays for placement.

| # | Alternative | Score | Confidence | Compare |
|--:|---|--:|---|---|
| 1 | [Observable](https://www.vioscale.ai/software/observable) | 74 | 26% (low) | [Apache Zeppelin vs Observable](https://www.vioscale.ai/compare/apache-zeppelin-vs-observable) |
| 2 | [Deepnote](https://www.vioscale.ai/software/deepnote) | 72 | 55% (medium) | [Apache Zeppelin vs Deepnote](https://www.vioscale.ai/compare/apache-zeppelin-vs-deepnote) |
| 3 | [Amazon SageMaker Studio Notebooks](https://www.vioscale.ai/software/amazon-sagemaker-studio-notebooks) | 40 | 42% (low) | [Apache Zeppelin vs Amazon SageMaker Studio Notebooks](https://www.vioscale.ai/compare/amazon-sagemaker-studio-notebooks-vs-apache-zeppelin) |
| 4 | [Databricks Notebooks](https://www.vioscale.ai/software/databricks-notebooks) | 22 | 3% (low) | [Apache Zeppelin vs Databricks Notebooks](https://www.vioscale.ai/compare/apache-zeppelin-vs-databricks-notebooks) |

Apache Zeppelin itself ranks #3 of 5 in ML Notebooks.

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*Source: Vioscale (https://www.vioscale.ai/alternatives/apache-zeppelin). Generated 2026-09-01T15:11:29.863Z.*