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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Workflow Orchestration | 15% | - Apache Airflow
|
| Topic 2: Apache Spark Development & Processing | 48% | - Performance Optimization
|
| Topic 3: Deployment & Operations | 10% | - Security & Governance
|
| Topic 4: Data Storage & Modeling | 22% | - Apache Iceberg
|
| Topic 5: Integration & Optimization | 5% | - Troubleshooting
|
1. Your team is deploying a Spark application on a Kubernetes cluster. To ensure high availability, you need to decide how many executor instances to configure. Which of the following configurations in your PySpark application would correctly set the number of executor instances?
A)
B)
C)
D) 
2. In a PySpark application, you're writing a function that reads a CSV file and shows the first few rows. Which of the following code snippets correctly accomplishes this task?
A) Option D
B) Option C
C) Option B
D) Option A
3. You're debugging a slow-running Spark job writing a large Iceberg table. Which optimization techniques could improve performance? (Choose three.
A) Using the Z-Order clustering option in Iceberg
B) Filtering data as early as possible in the Spark transformation pipeline
C) Converting the DataFrame to RDD for Iceberg writes
D) Repartitioning the DataFrame before writing to Iceberg
E) Disabling Spark's adaptive query execution
4. You are deploying a Spark application in a Kubernetes environment. Your application is designed to process large datasets using Spark's data frame API. You have created a Docker image for your Spark application. Which of the following 'kubectl* commands should you use to deploy your Spark application onto the Kubernetes cluster?
A) 'kubectl create deployment my-spark-app --image=my-spark-app-image'
B) *kubectl config set-context -current -namespace=my-spark-app'
C) *kubectl apply -f spark-app.yamr
D) 'kubectl expose deployment my-spark-app --type=LoadBalancer -port=808ff
5. For scripting and automation purposes, how can Cloudera's CLI tools be integrated into administrative workflows?
A) By creating custom plugins for web browsers to manage Cloudera services.
B) Incorporating CLI commands into shell scripts or automation tools like Ansible, Chef, or Puppet.
C) CLI tools cannot be integrated into administrative workflows; they are only for interactive use.
D) Using exclusively manual CLI commands for each task without automation.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: A,B,D | Question # 4 Answer: C | Question # 5 Answer: B |
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