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Updated: Oct 12, 2026
No. of Questions: 322 Questions & Answers with Testing Engine
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Databricks Databricks-Certified-Data-Engineer-Associate Exam Syllabus Topics:
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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
Databricks Databricks-Certified-Data-Engineer-Associate Exam Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Associate Exam |
| Exam Number: | Databricks-Certified-Data-Engineer-Associate |
| Certificate Validity Period: | 2 years |
| Real Exam Qty: | 60 |
| Related Certifications: | Databricks Certified Data Analyst Associate |
| Exam Duration: | 90 minutes |
| Exam Price: | $200 USD |
| Available Languages: | English |
| Passing Score: | 70% |
| Exam Format: | Multiple Choice, Multiple Select |
| Sample Questions: | Databricks Databricks-Certified-Data-Engineer-Associate Sample Questions |
| Exam Way: | Online proctored or in-person testing center |
| Pre Condition: | Recommended: 6+ months of experience with Databricks and Apache Spark |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-engineer-associate |
Databricks Certified Data Engineer Associate Sample Questions:
A data engineer wants to analyze historical versions of a Delta table to debug a data quality issue. The engineer needs to query the table as it existed two days ago. Which Delta Lake feature allows querying older snapshots of a table?
- A. Z-Ordering
- B. VACUUM
- C. Time Travel
- D. OPTIMIZE
Correct Answer: C 🗳️
A new data engineering team team has been assigned to an ELT project. The new data engineering team will need full privileges on the table sales to fully manage the project.
Which of the following commands can be used to grant full permissions on the database to the new data engineering team?
- A. GRANT SELECT ON TABLE sales TO team;
- B. GRANT SELECT CREATE MODIFY ON TABLE sales TO team;
- C. GRANT ALL PRIVILEGES ON TABLE sales TO team;
- D. GRANT ALL PRIVILEGES ON TABLE team TO sales;
- E. GRANT USAGE ON TABLE sales TO team;
Correct Answer: C 🗳️
A data engineer is debugging a Python notebook in Databricks that processes a dataset using PySpark. The notebook fails with an error during a DataFrame transformation. The engineer wants to inspect the state of variables, such as the input DataFrame and intermediate results, to identify where the error occurs. Which tool should the engineer use to debug the notebook and inspect the values of variables like DataFrames?
- A. Use the Ganglia UI to monitor cluster resource usage and identify hardware issues
- B. Use the Python Notebook Interactive Debugger to set breakpoints and inspect variable values in real-time
- C. Use the Spark UI to analyze the execution plan and identify stages where the job failed
- D. Use the Databricks CLI to download and analyze driver logs for detailed error messages
Correct Answer: B 🗳️
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Which of the following describes a benefit of creating an external table from Parquet rather than CSV when using a CREATE TABLE AS SELECT statement?
- A. CREATE TABLE AS SELECT statements cannot be used on files
- B. Parquet files can be partitioned
- C. Parquet files have the ability to be optimized
- D. Parquet files will become Delta tables
- E. Parquet files have a well-defined schema
Correct Answer: E 🗳️
A data engineer needs to apply custom logic to string column city in table stores for a specific use case. In order to apply this custom logic at scale, the data engineer wants to create a SQL user- defined function (UDF).
Which of the following code blocks creates this SQL UDF?
- A.
- B.
- C.
- D.
- E.
Correct Answer: D 🗳️
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