The SnowPro Advanced: Data Engineer credential recognizes specific knowledge and skills used to apply comprehensive data engineering principles using Snowflake. Passing this Certification showcases your ability to source and transform data from Data Lakes and APIs, design end-to-end near-time streams, and evaluate performance metrics, among other things. 2 + years of hands-on Snowflake Practitioner experience in a Data Engineering role prior is recommended for attempting this exam.