A Company Has a Large On-Premises Apache Hadoop Cluster with a 20

question 121

Multiple Choice

A company has a large on-premises Apache Hadoop cluster with a 20 PB HDFS database. The cluster is growing every quarter by roughly 200 instances and 1 PB. The company's goals are to enable resiliency for its Hadoop data, limit the impact of losing cluster nodes, and significantly reduce costs. The current cluster runs 24/7 and supports a variety of analysis workloads, including interactive queries and batch processing. Which solution would meet these requirements with the LEAST expense and down time?

• A) Use AWS Snowmobile to migrate the existing cluster data to Amazon S3. Create a persistent Amazon EMR cluster initially sized to handle the interactive workload based on historical data from the on-premises cluster. Store the data on EMRFS. Minimize costs using Reserved Instances for master and core nodes and Spot Instances for task nodes, and auto scale task nodes based on Amazon CloudWatch metrics. Create job-specific, optimized clusters for batch workloads that are similarly optimized.
• B) Use AWS Snowmobile to migrate the existing cluster data to Amazon S3. Create a persistent Amazon EMR cluster of similar size and configuration to the current cluster. Store the data on EMRFS. Minimize costs by using Reserved Instances. As the workload grows each quarter, purchase additional Reserved Instances and add to the cluster.
• C) Use AWS Snowball to migrate the existing cluster data to Amazon S3. Create a persistent Amazon EMR cluster initially sized to handle the interactive workloads based on historical data from the on-premises cluster. Store the on EMRFS. Minimize costs using Reserved Instances for master and core nodes and Spot Instances for task nodes, and auto scale task nodes based on Amazon CloudWatch metrics. Create job-specific, optimized clusters for batch workloads that are similarly optimized.
• D) Use AWS Direct Connect to migrate the existing cluster data to Amazon S3. Create a persistent Amazon EMR cluster initially sized to handle the interactive workload based on historical data from the on-premises cluster. Store the data on EMRFS. Minimize costs using Reserved Instances for master and core nodes and Spot Instances for task nodes, and auto scale task nodes based on Amazon CloudWatch metrics. Create job-specific, optimized clusters for batch workloads that are similarly optimized.

Recognize the role of criminal law in addressing harm to public health, safety, or morals.

Learn about the distinctions between larceny and embezzlement.

Understand the legal frameworks for combating bribery and corruption, especially in international contexts.

Recognize the legal consequences of non-compliance with regulatory statutes.

---

Definitions:

Corticobulbar Tract

Neural pathways that conduct impulses from the brain's cortex to the brainstem, primarily involved in controlling movements of the face and neck.

Corpus Callosum

Largest commissure of the brain, connecting the cerebral hemispheres.

Cerebral Commissures

Bundles of nerve fibers that connect the two hemispheres of the brain, facilitating interhemispheric communication.

Declarative Memory

Declarative memory refers to the recall of specific facts and events that can be consciously verbalized.