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DatabricksCertified Data Engineer Associate

Domain 2Objective 4

Configure Lakeflow Connect to Reliably Ingest Data from Diverse Enterprise Sources into UnityCatalog–governed Tables. DATA-ENGINEER-ASSOCIATE Practice Questions (Page 4)

Part of the Data Ingestion and Loading domain, which accounts for 21% of the DATA-ENGINEER-ASSOCIATE exam. Databricks does not publish an official question count, but from its 90-minute exam (~35–60 total, ~7–13 in this domain), expect 1–2 from this objective — we provide 36 practice questions to prepare you well beyond it. (estimate)

36questions here
8free pages
10concepts
21%of the exam

Questions 16–20

  1. 16foundation · easy

    Which of the following is a key metric to monitor for a Lakeflow Connect pipeline?

    Select an answer first
  2. 17foundation · easy

    What governance benefit does Unity Catalog provide for data ingested via Lakeflow Connect?

    Select an answer first
  3. 18expert · hard

    A data engineering team has a Lakeflow Connect pipeline that ingests data from a partner API. The API occasionally returns malformed records that cause the pipeline to fail. The team wants the pipeline to continue processing valid records and only alert on persistent failures. What should be configured?

    Select an answer first
  4. 19application · medium

    A company wants to ingest data from an on-premises Oracle database into Unity Catalog. The database is behind a firewall and cannot be accessed directly from the cloud. What should the data engineer configure to allow Lakeflow Connect to reach the database?

    Select an answer first
  5. 20expert · hard

    A security auditor requires that all credentials used by Lakeflow Connect be rotated every 90 days and that no credentials be visible to pipeline developers. The data engineering team uses a shared development workspace. What should be implemented to meet these requirements?

    Select an answer first
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