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PCDE Practice Question: Design innovative, scalable, and highly available cloud database solutions

An engineer is designing a Cloud SQL database for an e-commerce platform. They need to store product inventory and order history. Which schema normalization level is recommended for OLTP to avoid data anomalies?

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

Third Normal Form (3NF)

Third Normal Form (3NF) eliminates transitive dependencies, reducing update anomalies in OLTP systems.

Answer analysis

Option-by-option breakdown

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

  • Second Normal Form (2NF)

    Why it's wrong here

    2NF removes partial dependencies but not transitive dependencies.

  • First Normal Form (1NF)

    Why it's wrong here

    1NF eliminates repeating groups but still allows partial dependencies.

  • Third Normal Form (3NF)

    Why this is correct

    3NF removes transitive dependencies, reducing anomalies for OLTP.

  • Denormalized schema

    Why it's wrong here

    Denormalization increases redundancy and anomaly risk; not recommended for OLTP.

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Same concept, more angles

1 more way this is tested on PCDE

These questions test the same concept from different angles. Work through them to make sure you can recognise it however the exam phrases it.

Variation 1. You are designing a database schema for Cloud SQL (MySQL) for an OLTP application. Which normal form is typically recommended to avoid update anomalies?

easy
  • A.Denormalized form
  • B.Second Normal Form (2NF)
  • C.Third Normal Form (3NF)
  • D.First Normal Form (1NF)

Why C: Third Normal Form (3NF) is the standard for OLTP databases to reduce redundancy and avoid update, insert, and delete anomalies.

JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This PCDE practice question is part of Courseiva's free Google Cloud 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 PCDE exam.