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Exam Code:
Associate-Developer-Apache-Spark-3.5
Exam Name:
Databricks Certified Associate Developer for Apache Spark 3.5 - Python
Questions:
94 Q&A
Product Type:

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NEW QUESTION: 1
A company ingests and processes streaming market data. The data rate is constant. A nightly process that calculates aggregate statistics is run, and each execution takes about 4 hours to complete. The statistical analysis is not mission critical to the business, and previous data points are picked up on the next execution if a particular run fails.
The current architecture uses a pool of Amazon EC2 Reserved Instances with 1-year reservations running full time to ingest and store the streaming data in attached Amazon EBS volumes. On-Demand EC2 instances are launched each night to perform the nightly processing, accessing the stored data from NFS shares on the ingestion servers, and terminating the nightly processing servers when complete. The Reserved Instance reservations are expiring, and the company needs to determine whether to purchase new reservations or implement a new design.
Which is the most cost-effective design?
A. Update the ingestion process to use Amazon Kinesis Data Firehouse to save data to Amazon S3. Use AWS Batch to perform nightly processing with a Spot market bid of 50% of the On-Demand price.
B. Update the ingestion process to use a fleet of EC2 Reserved Instances behind a Network Load Balancer with 3-year leases. Use Batch with Spot instances with a maximum bid of 50% of the On- Demand price for the nightly processing.
C. Update the ingestion process to use Amazon Kinesis Data Firehose to save data to Amazon S3. Use a fleet of On-Demand EC2 instances that launches each night to perform the batch processing of the S3 data and terminates when the processing completes.
D. Update the ingestion process to use Amazon Kinesis Data Firehose to save data to Amazon Redshift.
Use an AWS Lambda function scheduled to run nightly with Amazon CloudWatch Events to query Amazon Redshift to generate the daily statistics.
Answer: D

NEW QUESTION: 2
Which of the following items is NOT part of the columns of the chain modules?
A. Inbound/Outbound chain
B. Module location
C. Function Pointer
D. Chain position
Answer: A

NEW QUESTION: 3
"Requirements gathering" accurately describes the process of defining business requirements.
A. False
B. True
Answer: A

NEW QUESTION: 4
You are working with a multimode SAP HANA database. How can you identify the master indexserver? (Choose two)
A. Select the Landscape tab in the SAP HANA Administration Console
Navigate to the Services subtab
In the Service column, identify the row with the value "indexserver", and in the Detail column,
identify the row with the value "master"
B. Select the Volumes tab In the Show dropdown list, select Services Identify the master indexserver in the Service column
C. Select the Landscape tab in the SAP HANA Administration Console Navigate to the Configuration subtab In the indexserver Role (Actual) column, identify the row with the value "MASTER"
D. Select the Landscape tab in the SAP HANA Administration Console Navigate to the Configuration subtab In the indexserver Role (Configured), identify the row with the value "MASTER 1"
Answer: A,D

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