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Data Operations and SupporthardMultiple SelectObjective-mapped

DEA-C01 Data Operations and Support Practice Question

A company runs an Amazon EMR cluster processing data from S3. The data engineer notices that the cluster's task nodes are underutilized while core nodes are fully utilized. Which TWO steps should the engineer take to improve resource utilization?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Increase the number of core nodes.

The core nodes are fully utilized, indicating a need for more processing capacity. Increasing the number of core nodes (Option B) adds more resources for HDFS and processing. Adding task nodes with Spot Instances (Option C) provides additional compute capacity without increasing HDFS storage, offloading work from core nodes. Option A (consolidating tasks) might reduce overhead but does not add capacity; Option D (reducing core nodes) would worsen utilization; Option E (moving HDFS from EBS to instance store) is not related to utilization and risks data loss.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Consolidate multiple small tasks into larger tasks.

    Why it's wrong here

    Task consolidation may not address core vs task imbalance.

  • Increase the number of core nodes.

    Why this is correct

    More core nodes distribute processing load.

  • Add more task nodes using Spot Instances.

    Why this is correct

    Task nodes can handle additional workload without increasing core nodes.

  • Reduce the number of core nodes and increase the number of task nodes.

    Why it's wrong here

    Reducing core nodes may cause data loss if HDFS is used.

  • Move HDFS data from EBS to instance store volumes.

    Why it's wrong here

    Instance store is ephemeral; not typically used for HDFS.

Quick reference

AWS S3 Storage Class Comparison

Storage ClassMin DurationRetrievalUse Case
S3 StandardNoneImmediateFrequently accessed data
S3 Standard-IA30 daysImmediateInfrequent access, rapid retrieval
S3 One Zone-IA30 daysImmediateNon-critical infrequent data
S3 Intelligent-TieringNoneImmediate–hoursUnknown or changing access patterns
S3 Glacier Instant90 daysMillisecondsArchive with instant retrieval
S3 Glacier Flexible90 daysMinutes–hoursArchive, flexible retrieval
S3 Glacier Deep Archive180 daysHoursLong-term compliance archive

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This DEA-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the DEA-C01 exam.