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The GAQM Databricks-Certified-Data-Engineer-Associate Exam is an essential certification for data engineers looking to demonstrate their expertise in working with the Databricks platform. It is recognized globally and is a highly versatile qualification that can be applied to a range of different roles and industries. With the right preparation and training, candidates can pass the exam and take their careers to the next level in the field of big data and analytics.
Databricks Certified Data Engineer Associate Exam Sample Questions (Q237-Q242):
NEW QUESTION # 237
A data engineer must apply a daily batch of customer records to a Delta table so that existing customers are updated, new customers are inserted, and no duplicates are created.
Which statement accomplishes this in a single atomic operation?
- A. MERGE INTO customers t USING updates s ON t.customer_id = s.customer_id WHEN MATCHED THEN UPDATE SET * WHEN NOT MATCHED THEN INSERT *
- B. CREATE OR REPLACE TABLE customers AS SELECT * FROM updates
- C. INSERT OVERWRITE TABLE customers SELECT * FROM updates
- D. INSERT INTO customers SELECT * FROM updates
Answer: A
Explanation:
MERGE INTO performs upserts in a single ACID transaction, updating matched rows and inserting unmatched rows. INSERT INTO would create duplicates, and both INSERT OVERWRITE and CREATE OR REPLACE would discard existing records not present in the daily batch.
NEW QUESTION # 238
A data engineer has inherited a Databricks pipeline from a previous team. The pipeline is missing its SLAs, and an initial investigation has identified memory spills in Spark. These increased runtimes are also driving up costs. The data engineer needs to reduce the runtime without significantly increasing costs. What should the data engineer do first to address this issue?
- A. Enable autoscaling in the cluster to match the requirements
- B. Use a photon enabled execution engine.
- C. Ensure the cluster uses memory optimized node types.
- D. Tweak the "spark.sql.shuffle.partitions" configuration.
Answer: D
Explanation:
Memory spills in Spark often occur due to inefficient shuffling. The first step is to adjust the spark.sql.shuffle.partitions configuration, which controls the number of shuffle partitions.
Optimizing this setting reduces shuffle overhead and memory spills, improving performance without significantly increasing costs.
NEW QUESTION # 239
A data engineer runs VACUUM orders RETAIN 72 HOURS on a Delta table and the command fails with an error about the retention interval.
What is the most likely cause?
- A. The table must be optimized with ZORDER before vacuuming.
- B. VACUUM cannot be run on tables with a defined partition column.
- C. The specified retention is shorter than the default 7-day threshold, which is blocked by the retention duration check.
- D. VACUUM requires the table to be an external table.
Answer: C
Explanation:
Databricks blocks VACUUM with a retention period shorter than the default 168 hours (7 days) because it can break concurrent readers and time travel. The check is controlled by spark.databricks.delta.retentionDurationCheck.enabled, which should only be disabled with a clear understanding of the risk.
NEW QUESTION # 240
A data engineer is processing ingested streaming tables and needs to filter out NULL values in the order_datetime column from the raw streaming table orders_raw and store the results in a new table orders_valid using DLT.
Which code snippet should the data engineer use?
Answer: B
NEW QUESTION # 241
Which of the following benefits is provided by the array functions from Spark SQL?
- A. An ability to work with time-related data in specified intervals
- B. An ability to work with complex, nested data ingested from JSON files
- C. An ability to work with an array of tables for procedural automation
- D. An ability to work with data within certain partitions and windows
- E. An ability to work with data in a variety of types at once
Answer: B
NEW QUESTION # 242
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