Databricks Data Engineer Associate

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Databricks Certified Data Engineer Associate flashcards — 911 cards in 7 decks following the seven domains of the exam guide for the exam version live from May 4, 2026: the Databricks Intelligence Platform, data ingestion and loading (Auto Loader, COPY INTO, Lakeflow Connect), data transformation and modeling (PySpark, Lakeflow Spark Declarative Pipelines), Lakeflow Jobs, CI/CD (Git folders, Declarative Automation Bundles, Databricks CLI), troubleshooting and optimization (Spark UI, Liquid Clustering), and governance and security (Unity Catalog). Built from publicly available sources such as the Databricks exam guide and Databricks documentation. Cards are a memory-retention aid, not a substitute for study — check details against the official materials.