Your organization is migrating a massive Hadoop/Spark cluster to Google Cloud. They want to maintain their existing Hive scripts and HDFS storage patterns with minimal changes. Which service is the best fit?

Direct Answer (Verified)Reviewed by Sunny (Senior Cloud Engineer)

Correct Answer: Cloud Dataproc

Cloud Dataproc is a managed service for running Apache Spark, Flink, and Hadoop, making it the ideal lift-and-shift destination for existing big data clusters....

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Real Exam ScenarioVertex AI

Your organization is migrating a massive Hadoop/Spark cluster to Google Cloud. They want to maintain their existing Hive scripts and HDFS storage patterns with minimal changes. Which service is the best fit?

โœ“ Correct Answer & ExplanationVertex AI

Correct Answer

Cloud Dataproc

Why This Answer Is Correct

Cloud Dataproc is a managed service for running Apache Spark, Flink, and Hadoop, making it the ideal lift-and-shift destination for existing big data clusters.

๐Ÿ“š What This Question Tests

This question evaluates your knowledge of Vertex AI โ€” a core concept tested in Professional Cloud Architect. Understanding Vertex AI is essential for designing scalable, secure, and cost-effective cloud architectures. Mastery of this topic will help you answer scenario-based questions confidently on exam day.