Data Engineering

Validates skills in implementing and operating data pipelines on AWS — Glue, EMR, Kinesis, Athena, Redshift, Lake Formation, and orchestration with Step Functions/MWAA. Released April 2024 and quickly became a high-demand AWS associate-level cert.

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.

Validates ability to design, build, operationalize, secure, and monitor data processing systems on Google Cloud. Covers BigQuery, Dataflow, Pub/Sub, and ML integration.