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Databricks Certified Data Engineer Professional Exam Sample Questions (Q208-Q213):
NEW QUESTION # 208
While reviewing a query's execution in the Databricks Query Profiler, a data engineer observes that the Top Operators panel shows a Sort operator with high Time Spent and Memory Peak metrics. The Spark UI also reports frequent data spilling. How should the data engineer address this issue?
- A. Increase the number of shuffle partitions to better distribute data.
- B. Switch to a broadcast join to reduce memory usage.
- C. Convert the sort operation to a filter operation.
- D. Repartition the DataFrame to a single partition before sorting.
Answer: A
Explanation:
Increasing the number of shuffle partitions distributes the data across more tasks, reducing per- task memory pressure during the sort operation. This helps mitigate spilling by lowering memory peak usage per task and improves overall sort performance in large-scale distributed queries.
NEW QUESTION # 209
The Databricks CLI is use to trigger a run of an existing job by passing the job_id parameter. The response that the job run request has been submitted successfully includes a filed run_id.
Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from Which statement describes what the number alongside this field represents?
- A. The total number of jobs that have been run in the workspace.
- B. The globally unique ID of the newly triggered run.
- C. The number of times the job definition has been run in the workspace.
- D. The job_id and number of times the job has been are concatenated and returned.
- E. The job_id is returned in this field.
Answer: B
Explanation:
When triggering a job run using the Databricks CLI, the run_id field in the response represents a globally unique identifier for that particular run of the job. This run_id is distinct from the job_id.
While the job_id identifies the job definition and is constant across all runs of that job, the run_id is unique to each execution and is used to track and query the status of that specific job run within the Databricks environment. This distinction allows users to manage and reference individual executions of a job directly.
NEW QUESTION # 210
A transactions table has been liquid clustered on the columns product_id, user_id, and event_date. Which operation lacks support for cluster on write?
- A. CTAS and RTAS statements
- B. spark.write.format('delta').mode('append')
- C. INSERT INTO operations
- D. spark.writestream.format('delta').mode('append')
Answer: D
Explanation:
Delta Lake's Liquid Clustering is an advanced feature that improves query performance by dynamically clustering data without requiring costly compaction steps like traditional Z-ordering.
When performing writes to a Liquid Clustered table, some write operations automatically maintain clustering, while others do not.
NEW QUESTION # 211
A Delta Lake table representing metadata about content posts from users has the following schema:
user_id LONG, post_text STRING, post_id STRING, longitude FLOAT,
latitude FLOAT, post_time TIMESTAMP, date DATE
This table is partitioned by the date column. A query is run with the following filter:
longitude < 20 & longitude > -20
Which statement describes how data will be filtered?
- A. Statistics in the Delta Log will be used to identify data files that might include records in the filtered range.
- B. Statistics in the Delta Log will be used to identify partitions that might Include files in the filtered range.
- C. No file skipping will occur because the optimizer does not know the relationship between the partition column and the longitude.
- D. The Delta Engine will use row-level statistics in the transaction log to identify the flies that meet the filter criteria.
- E. The Delta Engine will scan the parquet file footers to identify each row that meets the filter criteria.
Answer: A
Explanation:
This is the correct answer because it describes how data will be filtered when a query is run with the following filter: longitude < 20 & longitude > -20. The query is run on a Delta Lake table that has the following schema: user_id LONG, post_text STRING, post_id STRING, longitude FLOAT, latitude FLOAT, post_time TIMESTAMP, date DATE. This table is partitioned by the date column.
When a query is run on a partitioned Delta Lake table, Delta Lake uses statistics in the Delta Log to identify data files that might include records in the filtered range. The statistics include information such as min and max values for each column in each data file. By using these statistics, Delta Lake can skip reading data files that do not match the filter condition, which can improve query performance and reduce I/O costs.
NEW QUESTION # 212
A data engineer inherits a Delta table with historical partitions by country that are badly skewed.
Queries often filter by high-cardinality customer_id and vary across dimensions over time. The engineer wants a strategy that avoids a disruptive full rewrite, reduces sensitivity to skewed partitions, and sustains strong query performance as access patterns evolve. Which two actions should the data engineer take? (Choose two.)
- A. Disable data skipping statistics to avoid maintenance overhead; rely on adaptive query execution instead.
- B. Switch from static partitioning to liquid clustering and select initial clustering keys that reflect common filters such as customer_id.
- C. Depend solely on optimized writes; Databricks will automatically replace partitioning with clustering over time.
- D. Periodically run OPTIMIZE table_name.
- E. Keep existing partitions and rely on bin-packing OPTIMIZE only; ZORDER and clustering are unnecessary for multi-dimensional filters.
Answer: B,D
Explanation:
Liquid Clustering replaces traditional partitioning and ZORDER optimization by automatically organizing data according to clustering keys. It supports evolving clustering strategies without requiring a full table rewrite. To maintain cluster balance and improve performance, the OPTIMIZE command should be run periodically. OPTIMIZE groups data files by clustering keys and helps reduce small file overhead.
NEW QUESTION # 213
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