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Data Ingestion and TransformationhardMultiple SelectObjective-mapped

DEA-C01 Data Ingestion and Transformation Practice Question

A company uses AWS Glue to transform data from Amazon S3 into Parquet format. The job fails with an out-of-memory error for large files. Which TWO actions can resolve this issue? (Choose TWO.)

⚠ Common exam trap

Watch out — candidates often think enabling logging (CloudWatch) or changing file formats will fix memory issues, but only resource scaling (DPUs) or data partitioning (smaller files) address the root cause of insufficient memory for large in-memory transformations.

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 DPUs allocated to the job.

Increasing the number of DPUs (Data Processing Units) allocated to the Glue job provides more memory and compute capacity, which directly addresses out-of-memory errors when processing large files. AWS Glue uses Apache Spark under the hood, and each DPU provides 4 vCPU and 16 GB of memory, so adding DPUs scales the available resources for in-memory transformations.

Answer analysis

Option-by-option breakdown

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

  • Change the input format from CSV to JSON.

    Why it's wrong here

    File format does not directly cause OOM; memory allocation is the issue.

  • Increase the number of DPUs allocated to the job.

    Why this is correct

    More DPUs provide more memory and processing power.

  • Use the Glue streaming ETL feature.

    Why it's wrong here

    Streaming ETL is for real-time data, not for batch processing large files.

  • Enable CloudWatch logs for detailed error analysis.

    Why it's wrong here

    Logs help diagnose but do not resolve the OOM.

  • Split the input data into smaller files.

    Why this is correct

    Smaller files allow better parallelism and reduce per-executor memory pressure.

Visual reference

Client Recursive Resolver Root DNS (13 root servers) TLD DNS (.com, .org, …) Authoritative example.com query IP addr answer

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.