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Databricks Certified Data Engineer Associate Exam

Last Update May 13, 2026
Total Questions : 176 With Methodical Explanation

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Databricks Certified Data Engineer Associate Exam Questions and Answers

Questions 1

Which of the following commands can be used to write data into a Delta table while avoiding the writing of duplicate records?

Options:

A.

DROP

B.

IGNORE

C.

MERGE

D.

APPEND

E.

INSERT

Questions 2

Which two components function in the DB platform architecture’s control plane? (Choose two.)

Options:

A.

Virtual Machines

B.

Compute Orchestration

C.

Serverless Compute

D.

Compute

E.

Unity Catalog

Questions 3

A data engineer needs to optimize the data layout and query performance for an e-commerce transactions Delta table. The table is partitioned by " purchase_date " a date column which helps with time-based queries but does not optimize searches on user statistics " customer_id " , a high-cardinality column.

The table is usually queried with filters on " customer_i

d " within specific date ranges, but since this data is spread across multiple files in each partition, it results in full partition scans and increased runtime and costs.

How should the data engineer optimize the Data Layout for efficient reads?

Options:

A.

Alter table implementing liquid clustering on " customerid " while keeping the existing partitioning.

B.

Alter the table to partition by " customer_id " .

C.

Enable delta caching on the cluster so that frequent reads are cached for performance.

D.

Alter the table implementing liquid clustering by " customer_id " and " purchase_date " .

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