A Company Needs to Collect Streaming Data from Several Sources

question 132

Multiple Choice

A company needs to collect streaming data from several sources and store the data in the AWS Cloud. The dataset is heavily structured, but analysts need to perform several complex SQL queries and need consistent performance. Some of the data is queried more frequently than the rest. The company wants a solution that meets its performance requirements in a cost-effective manner. Which solution meets these requirements?

• A) Use Amazon Managed Streaming for Apache Kafka to ingest the data to save it to Amazon S3. Use Amazon Athena to perform SQL queries over the ingested data.
• B) Use Amazon Managed Streaming for Apache Kafka to ingest the data to save it to Amazon Redshift. Enable Amazon Redshift workload management (WLM) to prioritize workloads.
• C) Use Amazon Kinesis Data Firehose to ingest the data to save it to Amazon Redshift. Enable Amazon Redshift workload management (WLM) to prioritize workloads.
• D) Use Amazon Kinesis Data Firehose to ingest the data to save it to Amazon S3. Load frequently queried data to Amazon Redshift using the COPY command. Use Amazon Redshift Spectrum for less frequently queried data.

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Definitions:

Daily Experiences

The routine events, interactions, and activities that an individual encounters in their day-to-day life.

Biochemical Imbalance

A condition where the chemical substances in the body are not in the proper equilibrium, often linked to various mental health disorders.

Neurotransmitters

Chemicals in the brain that transmit signals across a synapse from one neuron to another, playing key roles in regulating mood, thought processes, and bodily functions.

Serotonin

A neurotransmitter in the brain involved in the regulation of mood, appetite, and sleep, with a role in depression and anxiety disorders.