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Cloudera CDP Data Engineer - Certification Exam Sample Questions (Q188-Q193):
NEW QUESTION # 188
How does Apache NiFi support schema inference during data flow management?
Answer: C
Explanation:
Apache NiFi supports schema inference through its processors that can automatically detect and apply schemas to the data as it flows through the system. This capability allows NiFi to manage data flows more dynamically, accommodating various data formats and schemas without requiring manual specification for each data source, thus enhancing flexibility in data ingestion and processing.
NEW QUESTION # 189
In Apache Airflow, what is a DAG?
Answer: C
Explanation:
A DAG (Directed Acyclic Graph) in Apache Airflow represents a collection of tasks organized to reflect their relationships and dependencies. It is not a programming language, an operator, or a visualization tool; it's a concept that defines the structure of a workflow.
NEW QUESTION # 190
How does the Cloudera Optimization Framework leverage columnar storage formats for query performance improvement?
Answer: A
Explanation:
Columnar storage formats allow for more efficient data scans and operations, especially for queries that access a subset of columns in a large dataset This efficiency comes from the ability to read, compress, and process only the necessary columns for a query, significantly reducing I/O and CPU usage compared to row-based storage.
NEW QUESTION # 191
You're deploying a Spark application in a Kubernetes cluster. Which YAML specification would correctly define a SparkApplication in cluster mode using Scala and the Spark Pi example?
Answer: B
Explanation:
The correct specification is the one that defines a SparkApplication resource with the necessary details like 'apiVersion', *kind' , 'type' , mainClasS , and 'mainApplicationFile' . This specification correctly sets up a Spark job to run the Spark Pi example in Scala on Kubernetes.
NEW QUESTION # 192
You want to schedule your ETL pipeline to run daily at 5:00 AM. How can you configure the DAG's scheduling?
Answer: A
Explanation:
Option A leverages the cron expression format in the schedule_interval parameter to specify daily execution at 5:00 AM. While other options might be used in specific scenarios, this is the most common and straightforward approach.
NEW QUESTION # 193
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