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Data Ingestion and TransformationeasyMultiple ChoiceObjective-mapped

DEA-C01 Data Ingestion and Transformation Practice Question

A data engineer is setting up a data ingestion pipeline using Amazon Kinesis Data Firehose to deliver web server logs to Amazon S3. The logs are in JSON format and the engineer wants to convert them to Parquet format. The engineer has configured a Glue table for the schema. However, when testing, the Firehose delivery stream fails with 'Error converting to Parquet'. The engineer checks the Glue table schema and notices that it includes a column 'timestamp' of type 'string' in the format 'yyyy-MM-dd HH:mm:ss'. The logs have a 'timestamp' field in the same format. What is the MOST likely cause of the failure?

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

The Glue table schema does not match the data schema exactly.

The failure is most likely due to a schema mismatch between the Glue table and the actual data. Firehose uses the Glue table schema to convert JSON to Parquet, and if the schema does not exactly match (e.g., column order, data types, or extra columns), the conversion fails. Option A is incorrect because Firehose does support Parquet conversion when a Glue table is provided. Option C is incorrect because S3 permissions would cause a different error (e.g., AccessDenied). Option D is incorrect because a string type for timestamp is acceptable as long as it matches; the issue is not the type but the overall schema mismatch.

Answer analysis

Option-by-option breakdown

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

  • Firehose does not support Parquet conversion.

    Why it's wrong here

    Firehose supports Parquet conversion.

  • The Glue table schema does not match the data schema exactly.

    Why this is correct

    Mismatch between schema and data causes conversion failure.

  • The S3 bucket lacks write permissions for Firehose.

    Why it's wrong here

    Write permissions would cause a different error.

  • The 'timestamp' column must be of type 'timestamp' instead of 'string'.

    Why it's wrong here

    String type can be used for conversion.

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.