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Data Operations and SupporthardMultiple ChoiceObjective-mapped

DEA-C01 Data Operations and Support Practice Question

A data engineer is troubleshooting an AWS Glue crawler that is not correctly inferring the schema of CSV files stored in Amazon S3. The files have headers, but the crawler is treating the header row as data. The crawler is configured with a custom classifier that has a CSV classifier with 'Column header' set to 'Use first row as header'. What is the most likely reason the crawler is not recognizing the header?

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 CSV classifier's 'Quote symbol' setting does not match the files.

The CSV classifier's 'Quote symbol' setting must match the files. If the files do not use quotes, but the classifier expects a quote symbol (e.g., double quotes), the classifier may fail to match, causing the crawler to fall back to default behavior and treat the header row as data. Option B is wrong because a varying number of columns would cause schema issues, not header misrecognition. Option C is wrong because the delimiter is unrelated to header detection; a custom delimiter can be set separately. Option D is wrong because case of header text does not affect the crawler's ability to recognize headers.

Answer analysis

Option-by-option breakdown

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

  • The CSV classifier's 'Quote symbol' setting does not match the files.

    Why this is correct

    If the classifier expects a quote symbol but the files have none, the classifier may not apply, causing the crawler to treat header as data.

  • The CSV files have a varying number of columns across rows.

    Why it's wrong here

    Varying columns might cause schema issues but not header detection.

  • The CSV files have a different delimiter than the default comma.

    Why it's wrong here

    The delimiter is configurable in the classifier.

  • The header row contains uppercase letters.

    Why it's wrong here

    Case does not affect header recognition.

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.