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200+ Free Databricks Data Engineer Practice Questions

Pass your Databricks Certified Data Engineer Associate exam on the first try — instant access, no signup required.

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~70% Pass Rate
200+ Questions
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Questions by Category

Databricks-Production-Pipelines50 questions
Databricks-Incremental-Processing48 questions
Databricks-Elt-Spark-Sql46 questions
Databricks-Governance44 questions
Databricks-Lakehouse-Platform12 questions
2026 Statistics

Key Facts: Databricks Data Engineer Exam

~70%

Est. Pass Rate

Industry estimate

70%

Passing Score

Databricks

40-60 hrs

Study Time

Recommended

90 min

Exam Duration

Databricks

$200

Exam Fee

Databricks

2 years

Cert Valid

Databricks

The Databricks Data Engineer Associate exam has 45 questions in 90 minutes, requiring 70% to pass. The exam covers Databricks Lakehouse Platform, ELT with Spark SQL and Python, Delta Lake, incremental data processing, data pipelines, and data governance.

About the Databricks Data Engineer Exam

The Databricks Certified Data Engineer Associate validates skills in using Databricks Lakehouse Platform for data engineering tasks. It covers ELT with Spark SQL and Python, Delta Lake, data pipelines, data governance, and production workload management.

Questions

45 scored questions

Time Limit

90 minutes

Passing Score

70%

Exam Fee

$200 (Databricks / Kryterion)

Databricks Data Engineer Exam Content Outline

24%

ELT with Spark SQL & Python

Data extraction, transformation, loading, Spark SQL queries, Python DataFrame operations, and UDFs

22%

Delta Lake & Lakehouse

Delta Lake architecture, ACID transactions, time travel, schema enforcement/evolution, and medallion architecture

22%

Incremental Data Processing

Structured Streaming, Auto Loader, Change Data Feed, and incremental ETL patterns

16%

Production Pipelines

Delta Live Tables, job orchestration, multi-task jobs, error handling, and monitoring

16%

Data Governance

Unity Catalog, access controls, data lineage, data discovery, and compliance

How to Pass the Databricks Data Engineer Exam

What You Need to Know

  • Passing score: 70%
  • Exam length: 45 questions
  • Time limit: 90 minutes
  • Exam fee: $200

Keys to Passing

  • Complete 500+ practice questions
  • Score 80%+ consistently before scheduling
  • Focus on highest-weighted sections
  • Use our AI tutor for tough concepts

Databricks Data Engineer Study Tips from Top Performers

1Master Delta Lake concepts: ACID transactions, time travel, OPTIMIZE, VACUUM, and schema evolution
2Practice Spark SQL and Python DataFrame operations extensively
3Understand the medallion architecture: bronze (raw), silver (cleaned), gold (aggregated)
4Study Auto Loader for incremental file ingestion and Structured Streaming for real-time data
5Know Delta Live Tables syntax and pipeline management in production

Frequently Asked Questions

What is the Databricks Data Engineer exam pass rate?

The estimated pass rate is approximately 70%. The exam has 45 questions in 90 minutes, requiring 70% to pass. Questions focus on practical Databricks platform usage.

What Databricks features should I focus on?

Key areas: Delta Lake (ACID, time travel, schema evolution), Spark SQL, Auto Loader, Structured Streaming, Delta Live Tables, Unity Catalog, and medallion architecture (bronze/silver/gold).

Do I need hands-on Databricks experience?

Yes, hands-on experience is strongly recommended. The exam tests practical skills in building data pipelines, using Delta Lake, and managing production workloads on Databricks.

How long should I study?

Most candidates study for 4-6 weeks, investing 40-60 hours. Use the Databricks Academy free courses and hands-on labs as primary study material.