Purchase Databricks : Databricks-Certified-Data-Engineer-Associate Exam Materials and then pass exam easily
Updated: Nov 11, 2026
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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 |
| Related Certifications: | Databricks Certified Data Engineer Professional Databricks Certified Data Analyst Associate |
| Available Languages: | Portuguese (Brazil), English, Japanese, Korean |
| Exam Price: | 200 USD |
| Certificate Validity Period: | 2 years |
| Real Exam Qty: | 45 |
| Passing Score: | Not publicly disclosed, approximately 70% |
| Exam Duration: | 90 minutes |
| Exam Format: | Multiple choice, Proctored |
| Recommended Training: | Databricks Academy - Data Engineer Associate Learning Path Databricks Documentation |
| Exam Registration: | Official Registration |
| Sample Questions: | Databricks Databricks-Certified-Data-Engineer-Associate Sample Questions |
| Exam Way: | Online proctored or in-person at authorized test centers |
| Pre Condition: | No mandatory prerequisites; 6+ months hands-on experience with Databricks and data engineering tasks recommended |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-engineer-associate |
Databricks Databricks-Certified-Data-Engineer-Associate Exam Syllabus Topics:
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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
Databricks Certified Data Engineer Associate Sample Questions:
A data engineer ingests semi-structured JSON logs into a Delta table using Auto Loader with schema evolution enabled. A new string field userAgent appears in the JSON. What happens to the new userAgent field?
- A. The new userAgent field is silently ignored, and its data is dropped for all new files.
- B. All existing data is backfilled with a default value for userAgent and made non-nullable.
- C. The new userAgent field is added as a new nullable column in the Delta table, populated for new data.
- D. Ingestion fails with a schema-mismatch error until the table is altered.
Correct Answer: C 🗳️
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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_id" 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 the table implementing liquid clustering by "customer_id" and "purchase_date".
- B. Alter table implementing liquid clustering on "customer_id" while keeping the existing partitioning.
- C. Alter the table to partition by "customer_id".
- D. Enable delta caching on the cluster so that frequent reads are cached for performance.
Correct Answer: A 🗳️
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A data engineer must prevent rows with a null order_id from ever being written to a Delta table, causing the write to fail if violated.
Which command enforces this?
- A. ALTER TABLE orders ALTER COLUMN order_id DROP NOT NULL
- B. ALTER TABLE orders SET TBLPROPERTIES ('delta.enforceNotNull' = 'true')
- C. CREATE TABLE orders (order_id INT COMMENT 'required')
- D. ALTER TABLE orders ADD CONSTRAINT id_nn CHECK (order_id IS NOT NULL)
Correct Answer: D 🗳️
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A data engineer needs to provide access to a group named manufacturing-team. The team needs privileges to create tables in the quality schema. Which set of SQL commands will grant a group named manufacturing-team to create tables in a schema named production with the parent catalog named manufacturing with the least privileges?
- A. GRANT CREATE TABLE ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT CREATE SCHEMA ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT CREATE CATALOG ON CATALOG manufacturing TO manufacturing-team;
- B. GRANT CREATE TABLE ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT USE SCHEMA ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT USE CATALOG ON CATALOG manufacturing TO manufacturing-team;
- C. GRANT CREATE TABLE ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT CREATE SCHEMA ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT USE CATALOG ON CATALOG manufacturing TO manufacturing-team;
- D. GRANT USE TABLE ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT USE SCHEMA ON SCHEMA manufacturing.quality TO manufacturing-team; GRANT USE CATALOG ON CATALOG manufacturing TO manufacturing-team;
Correct Answer: B 🗳️
Explanation: Only visible for Pass4SureQuiz members. You can sign-up / login (it's free).
A data engineer is designing a streaming pipeline and wants to limit how long Spark maintains state information for aggregation queries. Which Structured Streaming feature defines how long late data can be processed?
- A. Cache
- B. Partition
- C. Checkpoint
- D. Watermark
Correct Answer: D 🗳️
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