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| Section | Objectives |
|---|---|
| Data Governance and Security | - Security frameworks
|
| Data Processing and Transformation | - SQL analytics engines
|
| Platform Operations | - Cluster and workload management
|
| Data Ingestion and Integration | - Data movement and pipelines
|
| Data Storage and Modeling | - Data modeling
|
1. How can you leverage Spark Streaming for real-time data processing and analytics?
A) By implementing custom logic for data ingestion, transformation, and output.
B) Both A and B.
C) By defining a streaming DataFrame with a window function.
D) By utilizing Structured Streaming with Kafka as the source and sink.
2. In the context of improving join performance in Spark, what does "salting" involve?
A) Adding a random prefix to keys to distribute skewed data more evenly
B) Physically co-locating related data on the same node
C) Encrypting the data before performing a join
D) Seasoning the data with random noise for privacy
3. You need to process data stored in AWS S3 using SparkSQL. Which of the following options correctly reads a JSON file stored in S3 into a DataFrame and performs a SQL query on it?
A)
B)
C)
D) 
4. What are the potential trade-offs to consider when using checkpointing in Spark applications?
A) Checkpointing always improves performance and has no drawbacks
B) All of the above
C) Checkpointing requires manual configuration and can be error-prone
D) Checkpointing introduces overhead for storing and recovering data, impacting performance
5. You are developing a PySpark application that processes a large dataset. Your application involves a transformation that requires shuffling data across the Executors. Which of the following responsibilities of the Spark Driver is most directly involved in this process?
A) Managing the shuffling and aggregation of data across Executors.
B) Interpreting the user application and creating an execution plan.
C) Monitoring the progress and status of tasks on the Executors.
D) Managing the lifecycle of Executor pods in Kubernetes.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: B,D | Question # 5 Answer: A |
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