Databricks

Validates foundational Apache Spark knowledge including architecture, DataFrame API, SQL, Structured Streaming, and Pandas API on Spark. 45-question exam. Recommended 6+ months hands-on Spark experience.

Advanced data engineering cert covering Delta Lake, structured streaming, performance optimization, security, and CI/CD on Databricks. Requires deep applied knowledge of the Lakehouse architecture and Apache Spark.

Advanced certification validating expert-level skills in designing and implementing production data pipelines using Databricks Lakehouse Platform, Delta Lake, and Apache Spark at scale.