Data

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

Foundational certification covering core data concepts and Azure data services including relational/non-relational data and analytical workloads. Entry point for Azure data roles. Does not expire.

Validates foundational Snowflake platform knowledge including data loading, storage, virtual warehouses, querying, and security. Exam code: COF-C02. Recommended 6+ months Snowflake hands-on experience.