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Data Concepts and EnvironmentseasyMultiple ChoiceObjective-mapped

DA0-002 Data Concepts and Environments Practice Question

A data architect is designing a schema for a product catalog where each product has a variable number of attributes. Which NoSQL database type is most appropriate?

⚠ Common exam trap

Test-takers frequently confuse 'variable attributes' with 'relationships' and incorrectly choose a graph database, or they assume key-value stores are flexible enough, overlooking the need for queryability on individual attributes.

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

Document store

A document store (e.g., MongoDB, Couchbase) is the most appropriate choice because it stores data in flexible, self-describing documents (typically JSON or BSON), allowing each product to have a variable number of attributes without requiring a predefined schema. This directly matches the requirement of a product catalog where attributes can differ per product, unlike rigid relational tables that would require complex EAV (Entity-Attribute-Value) patterns or frequent schema migrations.

Answer analysis

Option-by-option breakdown

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

  • Graph database

    Why it's wrong here

    Graph databases focus on relationships, not flexible attributes.

  • Document store

    Why this is correct

    Document stores allow flexible schemas, perfect for variable attributes.

  • Key-value store

    Why it's wrong here

    Key-value stores are simple but not designed for querying by attributes.

  • Relational database

    Why it's wrong here

    Relational databases require a fixed schema, leading to sparse tables.

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