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Data Ingestion and TransformationhardMultiple SelectObjective-mapped

DEA-C01 Data Ingestion and Transformation Practice Question

Which THREE factors should be considered when selecting a data ingestion service for a high-volume, real-time streaming pipeline that requires exactly-once processing semantics? (Choose 3.)

⚠ Common exam trap

The DEA-C01 exam often tests the misconception that schema evolution or in-flight transformation are required for exactly-once semantics, when in fact they are unrelated to delivery guarantees and instead belong to data quality or processing domains.

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

Ability to replay records from a checkpoint

In high-volume streaming pipelines, the ability to replay records from a checkpoint is essential for achieving exactly-once processing semantics. Services like Amazon Kinesis Data Streams and Apache Kafka allow consumers to reset to a specific sequence number or offset, enabling reprocessing of unacknowledged records after a failure without data loss or duplication.

Answer analysis

Option-by-option breakdown

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

  • Ability to replay records from a checkpoint

    Why this is correct

    Replay allows recovery without duplication.

  • Support for idempotent record processing

    Why this is correct

    Idempotency is required for exactly-once semantics.

  • Integration with Amazon S3 for checkpoint storage

    Why this is correct

    Checkpoints enable exactly-once processing by tracking progress.

  • Support for schema evolution

    Why it's wrong here

    Schema evolution is not directly related to exactly-once semantics.

  • Ability to transform data in-flight

    Why it's wrong here

    Transformation is not required for exactly-once semantics.

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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.