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The GAQM Databricks-Certified-Data-Engineer-Associate Exam is a rigorous and challenging certification that requires candidates to have a strong foundation in data engineering principles and practices. It is recommended that candidates have at least 2-3 years of experience working with big data technologies before attempting the exam. However, there are training courses and study materials available to help candidates prepare for the exam and gain the necessary skills and knowledge.
Databricks Certified Data Engineer Associate Exam Sample Questions (Q270-Q275):
NEW QUESTION # 270
A data engineer needs to apply custom logic to identify employees with more than 5 years of experience in array column employees in table stores. The custom logic should create a new column exp_employees that is an array of all of the employees with more than 5 years of experience for each row. In order to apply this custom logic at scale, the data engineer wants to use the FILTER higher-order function.
Which of the following code blocks successfully completes this task?

- A. Option E
- B. Option B
- C. Option C
- D. Option A
- E. Option D
Answer: D
Explanation:
Option A is the correct answer because it uses the FILTER higher-order function correctly to filter out employees with more than 5 years of experience from the array column "employees". It applies a lambda function i -> i.years_exp > 5 that checks if the years of experience of each employee in the array is greater than 5. If this condition is met, the employee is included in the new array column "exp_employees".
NEW QUESTION # 271
A data engineer only wants to execute the final block of a Python program if the Python variable day_of_week is equal to 1 and the Python variable review_period is True.
Which of the following control flow statements should the data engineer use to begin this conditionally executed code block?
- A. if day_of_week = 1 and review_period:
- B. if day_of_week == 1 and review_period:
- C. if day_of_week == 1 and review_period == "True":
- D. if day_of_week = 1 and review_period = "True":
- E. if day_of_week = 1 & review_period: = "True":
Answer: B
NEW QUESTION # 272
A Databricks workflow fails at the last stage due to an error in a notebook. This workflow runs daily. The data engineer fixes the mistake and wants to rerun the pipeline. This workflow is very costly and time- intensive to run.
Which action should the data engineer do in order to minimise downtime and cost?
- A. Re-run the entire workflow
- B. Restart the cluster
- C. Repair run
- D. Switch to another cluster
Answer: C
NEW QUESTION # 273
Which Databricks SQL predicate correctly performs a null-safe equality comparison so that rows are matched when both sides are NULL or when both are equal non-NULL values?
- A. WHERE customer_id = :cid
- B. WHERE customer_id <> :cid OR customer_id IS NULL
- C. WHERE COALESCE(customer_id, '') = COALESCE(:cid, '')
- D. WHERE customer_id <= > :cid
Answer: D
Explanation:
Databricks SQL uses the null-safe equality operator <=>. It returns TRUE when both values are NULL or when both non-NULL values are equal. The operator must be written without spaces:
customer_id <=> :cid.
NEW QUESTION # 274
Which of the following describes the type of workloads that are always compatible with Auto Loader?
- A. Streaming workloads
- B. Serverless workloads
- C. Machine learning workloads
- D. Batch workloads
- E. Dashboard workloads
Answer: A
Explanation:
Auto Loader is a Structured Streaming source that incrementally and efficiently processes new data files as they arrive in cloud storage. It supports both Python and SQL in Delta Live Tables, which are ideal for building streaming data pipelines. Auto Loader can handle near real-time ingestion of millions of files per hour and provide exactly-once guarantees when writing data into Delta Lake. Auto Loader is not designed for dashboard, machine learning, serverless, or batch workloads, which have different requirements and characteristics. Reference: What is Auto Loader?, Delta Live Tables
NEW QUESTION # 275
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