Databricks Certified Data Engineer Associate Exam 2025

Databricks Certified Data Engineer Associate Exam 2025 free download

Pass the exam on the 1st try with high-quality questions. Updated for 2025, high quality with detailed explanation

like this This exam test is meticulously designed to equip you with the essential lastet real questions required to become a certified Data Engineer Associate using Databricks.

This version covers the currently live exam as of Mars 1, 2025.

The practice tests cover the following exam topics with detailed explanations:

• Understand how to use and the benefits of using the Databricks Lakehouse Platform and its tools, including:

  • Data Lakehouse (architecture, descriptions, benefits)

  • Data Science and Engineering workspace (clusters, notebooks, data storage)

  • Delta Lake (general concepts, table management and manipulation, optimizations)

• Build ETL pipelines using Apache Spark SQL and Python, including:

  • Relational entities (databases, tables, views)

  • ELT (creating tables, writing data to tables, cleaning data, combining and reshaping tables, SQL UDFs)

  • Python (facilitating Spark SQL with string manipulation and control flow, passing data between PySpark and Spark SQL)

• Incrementally process data, including:

  • Structured Streaming (general concepts, triggers, watermarks)

  • Auto Loader (streaming reads)

  • Multi-hop Architecture (bronze-silver-gold, streaming applications)

  • Delta Live Tables (benefits and features)

• Build production pipelines for data engineering applications and Databricks SQL queries and dashboards, including:

  • Jobs (scheduling, task orchestration, UI)

  • Dashboards (endpoints, scheduling, alerting, refreshing)

• Understand and follow best security practices, including:

  • Entity Permissions (data objects Privileges)

Duration

Testers will have 90 minutes to complete each practice exam.

Questions

There are 45 multiple-choice questions on each practice exam. The questions will be distributed by high-level topic in the following way:

• Databricks Lakehouse Platform – 24% (11/45)

• ELT with Spark SQL and Python – 29% (13/45)

• Incremental Data Processing – 24% (11/45)

• Production Pipelines – 16% (7/45)

• Data Governance – 7% (3/45)

After passing these practice exams, you will be ready to take the certification exam.

I wish you all the best in your exam!