A Mobile Network Operator Is Building an Analytics Platform to Analyze

question 29

Multiple Choice

A Mobile Network Operator is building an analytics platform to analyze and optimize a company's operations using Amazon Athena and Amazon S3. The source systems send data in .CSV format in real time. The Data Engineering team wants to transform the data to the Apache Parquet format before storing it on Amazon S3. Which solution takes the LEAST effort to implement?

• A) Ingest .CSV data using Apache Kafka Streams on Amazon EC2 instances and use Kafka Connect S3 to serialize data as Parquet
• B) Ingest .CSV data from Amazon Kinesis Data Streams and use Amazon Glue to convert data into Parquet.
• C) Ingest .CSV data using Apache Spark Structured Streaming in an Amazon EMR cluster and use Apache Spark to convert data into Parquet.
• D) Ingest .CSV data from Amazon Kinesis Data Streams and use Amazon Kinesis Data Firehose to convert data into Parquet.

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Definitions:

Moral Reasoning

The process by which individuals make decisions about what is right or wrong, good or bad, typically based on ethical principles and personal values.

Kohlberg

Refers to Lawrence Kohlberg, a psychologist known for his theory of moral development in children.

Broad Ideals

Wide-ranging and often abstract principles or values that guide behavior and beliefs.

Social Relationships

The connections and interactions between individuals or groups, ranging from casual acquaintances to close familial bonds, influencing behavior and social structure.