Your organization wants to implement a data lake architecture on GCP. Which GCP service provides the most native integrations with open-source big data tools like Apache Spark and Apache Hadoop?
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Correct answer: Google Cloud Storage.
Why this is the answer
*Explanation: * _Google Cloud Storage._ Google Cloud Storage offers the most native integrations with open-source big data tools like Apache Spark and Apache Hadoop, making it a suitable choice for implementing a data lake architecture on GCP. While BigQuery can connect to some big data tools, it may not provide as many native integrations as Google Cloud Storage for this specific use case. Dataprep is a data preparation tool, not a data lake. Cloud Data Fusion is a data integration service, not a data lake. Google Cloud Bigtable is more suited for NoSQL workloads and is not designed to be a data lake.*
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