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Data Store ManagementhardMultiple SelectObjective-mapped

DEA-C01 Data Store Management Practice Question

A data engineer is using Amazon Athena to query data stored in an S3 bucket. The queries are running slowly. Which THREE actions can improve query performance?

⚠ Common exam trap

Many exam-takers think S3 storage class (Standard-IA) affects query performance, but Athena's performance is independent of storage class; the key levers are data format, partitioning, and compression.

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

Partition the data on commonly filtered columns.

Partitioning data on commonly filtered columns (Option A) improves Athena query performance by reducing the amount of data scanned. Athena uses Hive-style partitioning (e.g., `s3://bucket/table/year=2023/month=01/`), and when a query includes a filter on the partition column, Athena prunes partitions and only reads the relevant S3 prefixes. This directly reduces I/O and query cost, as Athena charges per TB of data scanned.

Answer analysis

Option-by-option breakdown

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

  • Partition the data on commonly filtered columns.

    Why this is correct

    Partition pruning reduces amount of data scanned.

  • Convert the data to JSON format for better schema evolution.

    Why it's wrong here

    JSON is text-based and larger, slowing queries.

  • Move the data to S3 Standard-IA storage class.

    Why it's wrong here

    Storage class does not affect query performance.

  • Convert the data to a columnar format such as Parquet or ORC.

    Why this is correct

    Columnar formats reduce I/O and improve compression.

  • Use compression (e.g., Snappy, Gzip) on the data files.

    Why this is correct

    Compression reduces data size and I/O.

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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Last reviewed: Jul 4, 2026

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