Google Professional Machine Learning Engineer
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Ultimate access to all questions.
You are tasked with selecting the most suitable Google Cloud service for a project that involves extensive data exploration and analysis. The project requires handling large datasets with fast query execution capabilities, scalability to accommodate growing data volumes, and integration with machine learning for advanced analytics. Additionally, the solution must be cost-effective and fully managed to reduce operational overhead. Which Google Cloud service should you choose? (Choose one correct option)
Explanation:
BigQuery is the optimal choice for this scenario due to its fully managed, serverless data warehouse capabilities. It excels in interactive analysis over vast datasets, offering a SQL Query Interface for ease of use, Scalability for large datasets, Performance for rapid query execution, and Machine Learning Integration for sophisticated analytics. Cloud Storage is designed for data storage, not analysis. Cloud Spanner is tailored for transactional workloads, and Cloud Functions is a serverless compute service, neither of which are suited for exploratory data analysis.