Apache Zeppelin vs Databricks Notebooks
No leader: the top candidate Apache Zeppelin has only 0.22 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.
Capabilities
Feature-by-feature on the axes that matter for ml notebooks. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Apache Zeppelin
Apache Zeppelin is a web-based notebook platform for interactive data analysis and team collaboration. It supports multiple programming languages and data processing frameworks including Spark and Flink, with built-in visualization and flexible deployment options.
Databricks Notebooks
A unified data platform that serves complex pricing models with sub-millisecond latency by combining historical datasets with instant feature access and structured analytics.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Databricks Notebooks
Pricing not documented yet.
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
- Apache Spark
Apache Zeppelin
- Apache Flink
- Python
- R
- Scala
- SQL
- Spark SQL
- Spark R
- PySpark
- JDBC
- Markdown
- Shell
- Matplotlib
- Conda
- Pandas
Databricks Notebooks
- Tecton
- Fennel
- Delta
- Iceberg
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.