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  • Exam Name: Databricks Certified Data Engineer Associate Exam
  • Last Update: 05-Dec-2025
  • Questions and Answers: 153
  • Single Choice: 149 Q&A's
  • Multiple Choice: 4 Q&A's

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Databricks-Certified-Data-Engineer-Associate Questions and Answers

Question # 1

A data engineer works for an organization that must meet a stringent Service Level Agreement (SLA) that demands minimal runtime errors and high availability for its data processing pipelines. The data engineer wants to avoid the operational overhead of managing and tuning clusters.

Which architectural solution will meet the requirements?

A.

Implement a hybrid approach with scheduled batch jobs on custom cloud VMs.

B.

Use an auto-scaling cluster configured and monitored by the user.

C.

Utilize Databricks serverless compute that automatically optimizes resources and abstracts cluster management.

D.

Deploy a dedicated, manually managed cluster optimized by in-house IT staff.

Question # 2

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?

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".

Question # 3

A Databricks workflow fails at the last stage due to an error in a notebook. This workflow runs daily. The data engineer fixes the mistake and wants to rerun the pipeline. This workflow is very costly and time-intensive to run.

Which action should the data engineer do in order to minimise downtime and cost?

A.

Switch to another cluster

B.

Repair run

C.

Re-run the entire workflow

D.

Restart the cluster

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