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Data Ingestion and TransformationmediumMultiple ChoiceObjective-mapped

DEA-C01 Data Ingestion and Transformation Practice Question

A data engineer needs to load data from an on-premises Oracle database to Amazon S3 daily. The table is 500 GB and grows by 50 MB per day. The load must capture only new and changed rows since the last run. Which solution is MOST cost-effective and requires the least maintenance?

⚠ Common exam trap

Candidates often choose AWS Glue with a timestamp filter (Option C) because it seems simpler, but they overlook that Glue still performs a full table scan via JDBC to apply the filter, which is inefficient for large tables and does not provide true CDC from redo logs, unlike DMS's native log-based replication.

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 AWS Database Migration Service (DMS) with ongoing replication (CDC)

AWS DMS with ongoing replication (CDC) is the most cost-effective and low-maintenance solution because it continuously captures only new and changed rows from the Oracle source using its built-in CDC mechanism (reading redo logs), without requiring custom scripting or full table exports. It automatically handles schema changes, resumability, and incremental loading to S3, minimizing operational overhead and data transfer costs.

Answer analysis

Option-by-option breakdown

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

  • Write a custom Python script on EC2 to query the Oracle redo logs and upload to S3

    Why it's wrong here

    Custom scripts require ongoing maintenance and error handling.

  • Export the entire table to CSV daily using a script and upload to S3

    Why it's wrong here

    Full export daily is inefficient and costly for large tables.

  • Use AWS Glue ETL job with a JDBC connection and a timestamp filter

    Why it's wrong here

    Glue does not have built-in CDC; timestamp-based filtering may miss updates or deletes.

  • Use AWS Database Migration Service (DMS) with ongoing replication (CDC)

    Why this is correct

    DMS supports CDC and can capture only changes, minimizing cost and effort.

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.