Databricks Databricks-Certified-Data-Engineer-Associate Exam With Confidence Using Practice Dumps

Exam Code:

Databricks-Certified-Data-Engineer-Associate

Exam Name:

Databricks Certified Data Engineer Associate Exam

Certification:

Databricks Certification

Vendor:

Databricks

Questions:

230

Last Updated:

Sep 14, 2026

Exam Status:

Stable

Databricks-Certified-Data-Engineer-Associate: Databricks Certification Exam 2025 Study Guide Pdf and Test Engine

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Databricks Certified Data Engineer Associate Exam Questions and Answers

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Question 1

A data engineer needs to combine sales data from an on-premises PostgreSQL database with customer data in Azure Synapse for a comprehensive report. The goal is to avoid data duplication and ensure up-to-date information

How should the data engineer achieve this using Databricks?

Options:

Develop custom ETL pipelines to ingest data into Databricks

Use Lakehouse Federation to query both data sources directly

Manually synchronize data from both sources into a single database

Export data from both sources to CSV files and upload them to Databricks

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Question 2

A data engineer is deploying a dashboard through a Declarative Automation Bundle. The dashboard resource references ${var.dataset_catalog}, and the bundle contains the following configuration:

bundle:

name: workspace_assets

variables:

dataset_catalog:

default: catalog_dev

targets:

dev:

variables:

dataset_catalog: catalog_dev

prod:

variables:

dataset_catalog: catalog_prod

Which action deploys the dashboard to the production target using catalog_prod without changing the resource definition?

Options:

Run databricks bundle deploy --var dataset_catalog=catalog_prod so that the CLI automatically selects targets.prod.

Run databricks bundle deploy --profile prod so that the CLI selects targets.prod and applies catalog_prod.

Run databricks bundle execute --profile prod so that the CLI selects targets.prod and applies catalog_prod.

Run databricks bundle deploy --target prod so that the deployment uses targets.prod and its dataset_catalog override.

Question 3

A data engineer streams customer orders into a Kafka topic (orders_topic) and is currently writing the ingestion script of a DLT pipeline. The data engineer needs to ingest the data from Kafka brokers to DLT using Databricks

What is the correct code for ingesting the data?