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    Databricks - Data Engineer Associate Practice Questions & Free Practice Exam

    5 free Databricks - Data Engineer Associate practice questions below, with instant explanations. The full simulator contains hundreds of exam-style questions across every topic.

    1Question 1

    When you create an all-purpose cluster in the Databricks Compute UI, what value does the auto-termination field default to?

    2Question 2

    Vendor invoices land as PDFs in an S3 prefix that a third-party SaaS already populates outside Databricks. The pipeline must list those files at /Volumes/acme/bronze/invoices/ from a notebook, with access enforced through standard GRANT statements rather than IAM policy edits, and without copying any files. Which object satisfies the requirement?

    3Question 3

    Teams that need an incremental SQL load from cloud storage with file deduplication tracked in the target Delta transaction log should reach for which primitive?

    4Question 4

    SaaS sources delivering about 80,000 paginated REST responses per hour with a 30-minute freshness target must land in bronze. A Lakeflow Connect standard connector covers the source. The platform team values low maintenance, source-to-bronze lineage in Catalog Explorer, and the lowest operational cost among the choices. Which option meets all four constraints?

    5Question 5

    During a join between a 3 TB fact table and a 75 MB dimension table, the Spark UI shows a SortMergeJoin shuffling the fact across the cluster. Stage time has grown beyond the SLA window. Which single change preserves correctness while skipping the shuffle on the fact side?

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