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Cloudera CDP Data Engineer - Certification Exam Sample Questions (Q38-Q43):
NEW QUESTION # 38
Which strategy is most effective for managing schema evolution in a big data application that relies on schema inference?
Answer: C
Explanation:
Integrating schema registry services to track and manage schema versions is the most effective strategy for managing schema evolution in applications that rely on schema inference. Schema registries provide a centralized repository for schemas, enabling applications to handle changes in data structure over time gracefully. This approach ensures compatibility across different data versions and simplifies schema management, particularly in systems that must adapt to evolving data formats without disrupting ongoing data processing.
NEW QUESTION # 39
What is a primary consideration when deciding to cache data in a distributed computing environment like Apache Spark?
Answer: A
Explanation:
When deciding to cache data in a distributed computing environment like Apache Spark, a primary consideration is the trade-off between memory usage and computational efficiency. Caching can significantly speed up data access for frequently accessed datasets, but it also consumes precious memory resources. Balancing the benefits of reduced computation with the costs of increased memory usage is crucial for optimizing application performance.
NEW QUESTION # 40
Which of the following is a benefit of using broadcast variables in Spark for caching static lookup tables?
Answer: C
Explanation:
Broadcast variables are used in Spark to cache static lookup tables on each node, rather than sending this data with every task. This approach reduces network I/O by making the data available locally, which is particularly beneficial for tasks that need to access the same data repeatedly, such as when performing map-side joins or lookup operations.
NEW QUESTION # 41
What is the primary advantage of using Apache Spark for distributed processing compared to traditional single-node processing?
Answer: B
Explanation:
Spark leverages a cluster of machines to parallelize tasks, allowing it to process massive datasets significantly faster than a single machine.
NEW QUESTION # 42
In the context of Hive, what mechanism ensures that data is evenly distributed across buckets?
Answer: D
Explanation:
In the context of Hive, a hash function applied to the bucketing column ensures that data is evenly distributed across buckets. When data is inserted into a bucketed table, Hive applies a hash function to the value of the bucketing column for each row to determine the bucket where the row should be stored. This mechanism helps achieve an even distribution of data across buckets, which is crucial for optimizing query performance and data management efficiency.
NEW QUESTION # 43
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