Is Databricks Open Source
Is Databricks Open Source
Databricks isn’t entirely open source. Here’s a breakdown of what is and isn’t:
Core Components (Open Source)
- Apache Spark: The core computational engine of Databricks is based on the open-source Apache Spark project.
- Delta Lake: An open-source storage layer that brings reliability and performance improvements to data lakes.
- MLflow: An open-source platform for managing the end-to-end machine learning lifecycle.
Proprietary Components (Not Open Source)
- Databricks Platform: The cloud-based platform itself, which includes features like:
- Managed clusters
- Collaborative notebooks
- Integrated job scheduling
- Security and governance tools
- Unity Catalog (for data governance and lineage)
- Databricks Runtime: A curated and optimized version of Apache Spark with additional libraries and performance enhancements.
Why this model?
- Innovation: The proprietary components allow Databricks to provide features and optimizations not readily available in the core open-source projects.
- Ease of Use: The managed platform simplifies setup, deployment, and maintenance for users, especially in cloud environments.
- Commercial Sustainability: The commercial side supports the funding and development of the open-source projects Databricks contributes to.
In Summary:
Databricks leverages the power of open source while offering a value-added platform with enhanced features and a focus on user experience.
Databricks Training Demo Day 1 Video:
Conclusion:
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