Courseiva
Designing Data Processing SystemshardMultiple ChoiceObjective-mapped

PDE Designing Data Processing Systems Practice Question

An organization is implementing a data lake on Google Cloud using Cloud Storage. They need to process both batch and streaming data with a unified pipeline. The team has experience with Apache Beam. Which architecture should they use to minimize operational overhead?

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

Kappa architecture with Cloud Dataflow using the same pipeline for batch and streaming

Kappa architecture uses a single streaming pipeline for both batch and streaming, simplifying operations. Dataflow implements Beam and supports both modes.

Answer analysis

Option-by-option breakdown

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

  • Kappa architecture with Cloud Dataflow using the same pipeline for batch and streaming

    Why this is correct

    Kappa architecture uses a single streaming pipeline; Dataflow can handle both by replaying data.

  • Use Cloud Dataproc for batch and Cloud Dataflow for streaming

    Why it's wrong here

    This is not unified; two separate systems.

  • Lambda architecture with Cloud Dataflow for batch and Cloud Pub/Sub for streaming

    Why it's wrong here

    Lambda architecture requires maintaining two separate codebases, increasing overhead.

  • Use Cloud Data Fusion for both batch and streaming

    Why it's wrong here

    Data Fusion is mainly batch; streaming support is limited.

About these practice questions

One of 890 original PDE practice questions on Courseiva, each with a full explanation and wrong-answer analysis — not exam dumps or protected exam content. Learn why practice questions differ from exam dumps →

How Courseiva writes practice questions · Editorial policy

JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This PDE 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 PDE exam.