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Data Ingestion and TransformationhardMultiple SelectObjective-mapped

DEA-C01 Data Ingestion and Transformation Practice Question

A data engineer is troubleshooting an AWS Glue job that reads from Amazon S3 and writes to Amazon Redshift. The job runs successfully but 5% of records are missing after the load. The engineer suspects data consistency issues. Which THREE actions could help diagnose and resolve the problem? (Choose THREE.)

⚠ Common exam trap

Many candidates assume performance tuning (increasing DPUs) or database-level transactions (staging tables) can fix data ingestion gaps, when the actual problem is incomplete or inconsistent file discovery from the source (S3).

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

Use the Redshift COPY command with a manifest file to load data.

Using the Redshift COPY command with a manifest file ensures that only the exact files listed in the manifest are loaded, eliminating the risk of partial or duplicate reads from S3. This is a common pattern to guarantee data consistency when the Glue job may not reliably track which files have been processed, especially in scenarios with concurrent writes or retries.

Answer analysis

Option-by-option breakdown

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

  • Use the Redshift COPY command with a manifest file to load data.

    Why this is correct

    Manifest file ensures all files are loaded.

  • Increase the number of DPUs for the Glue job.

    Why it's wrong here

    More DPUs improve performance but not data consistency.

  • Enable Glue job bookmarks to track processed files.

    Why this is correct

    Bookmarks prevent reprocessing or missing files.

  • Use a staging table in Redshift with a transaction to commit.

    Why it's wrong here

    Adds complexity; not a direct diagnostic step.

  • Review the job's CloudWatch Logs for any error messages.

    Why this is correct

    Logs may show partial failures.

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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JA

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.