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SAP-C02 Design for New Solutions Practice Question

A company is designing a new data processing pipeline that must transform data from JSON to Parquet format. The pipeline should run daily and handle data up to 10 GB. Which TWO AWS services can be used to perform this transformation?

⚠ Common exam trap

Many exam-takers choose Lambda for small-to-medium batch jobs without considering the 15-minute timeout and 10 GB memory limit, which makes it impractical for transforming 10 GB of data in a single run.

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

AWS Glue

AWS Glue is correct because it provides a fully managed ETL service that can natively read JSON and write Parquet, with built-in transforms and schema inference. Glue jobs run on Apache Spark under the hood, making them suitable for daily batch processing of up to 10 GB without managing any infrastructure.

Answer analysis

Option-by-option breakdown

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

  • Amazon EMR

    Why it's wrong here

    Possible but overkill for 10 GB daily.

  • AWS Lambda

    Why it's wrong here

    Limited to 15-minute timeout, 10 GB memory.

  • AWS Glue

    Why this is correct

    Serverless ETL service.

  • Amazon Athena (CTAS queries)

    Why this is correct

    Can convert data using CREATE TABLE AS SELECT.

  • Amazon Kinesis Data Firehose

    Why it's wrong here

    For streaming data, not daily batch.

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This SAP-C02 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 SAP-C02 exam.