Databricks Data Science offers a familiar interface for data scientists, supporting their preferred tools and languages, and delivers similar performance and scalability as traditional platforms since it uses comparable underlying technology. However, it does not significantly improve cost efficiency or compliance features.

Databricks Data Science offers a familiar interface for data scientists, supporting their preferred tools and languages, and delivers superior performance and scalability compared to traditional platforms by leveraging optimized big data processing and analytics capabilities. It also provides cost efficiency through its scalable architecture and enhances compliance with built-in data governance tools.

Databricks Data Science requires data scientists to learn a proprietary interface, but delivers superior performance and scalability compared to traditional platforms due to its big data optimizations. It offers some cost savings but lacks advanced compliance features.

Databricks Data Science requires data scientists to learn a proprietary interface and delivers similar performance and scalability as traditional platforms since it uses comparable underlying technology. It does not offer significant improvements in cost efficiency or compliance.