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A company ingests a large set of sensor data in nested JSON format from different sources and stores it in an
Amazon S3 bucket. The sensor data must be joined with performance data currently stored in an Amazon Redshift cluster. A business analyst with basic SQL skills must build dashboards and analyze this data in Amazon QuickSight.
A data engineer needs to build a solution to prepare the data for use by the business analyst. The data engineer
does not know the structure of the JSON file. The company requires a solution with the least possible
implementation effort.
Which combination of steps will create a solution that meets these requirements? (Select THREE.)
A manufacturing company has many loT devices in different facilities across the world The company is using Amazon Kinesis Data Streams to collect the data from the devices
The company's operations team has started to observe many WnteThroughputExceeded exceptions The operations team determines that the reason is the number of records that are being written to certain shards The data contains device ID capture date measurement type, measurement value and facility ID The facility ID is used as the partition key
Which action will resolve this issue?
A company has a mobile app that has millions of users. The company wants to enhance the mobile app by
including interactive data visualizations that show user trends.
The data for visualization is stored in a large data lake with 50 million rows. Data that is used in the
visualization should be no more than two hours old.
Which solution will meet these requirements with the LEAST operational overhead?
A financial company uses Apache Hive on Amazon EMR for ad-hoc queries. Users are complaining of sluggish performance.
A data analyst notes the following:
Approximately 90% of queries are submitted 1 hour after the market opens.
Hadoop Distributed File System (HDFS) utilization never exceeds 10%.
Which solution would help address the performance issues?
A manufacturing company is storing data from its operational systems in Amazon S3. The company's business
analysts need to perform one-time queries of the data in Amazon S3 with Amazon Athena. The company
needs to access the Athena service from the on-premises network by using a JDBC connection. The company
has created a VPC. Security policies mandate that requests to AWS services cannot traverse the internet.
Which combination of steps should a data analytics specialist take to meet these requirements? (Select TWO.)
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