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Implementing Data Engineering Solutions Using Azure Databricks

Topic 1

Question 38

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You are creating a new gold-layer fact table in a Unity Catalog catalog. Requirements: - ACID transactions with `MERGE`, `UPDATE`, and `DELETE` support. - Time travel and rollback for accidental data corrections. - Change data feed so downstream pipelines can read only row-level changes. - The table must be a **Unity Catalog managed table** that benefits from automatic optimization (predictive optimization, auto-compaction) and the broadest set of platform features. Which table format should you choose for this managed table? ```sql CREATE TABLE finance.gold.sales_fact ( sale_id BIGINT, customer_id BIGINT, amount DECIMAL(18,2), sale_ts TIMESTAMP ) USING <FORMAT> TBLPROPERTIES (delta.enableChangeDataFeed = true); ```

  • ACSV
  • BParquet
  • CDelta Lake
  • DJSON