Exam Name: SnowPro Advanced: Data Engineer Certification Exam
Certification Provider: Snowflake
Corresponding Certification: SnowPro Advanced
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Snowflake SnowPro Advanced: Data Engineer Certification Sample Questions:
A company is building an analytics solution. The solution uses Amazon S3 for data lake storage and Amazon Redshift for a data warehouse. The company wants to use Amazon Redshift Spectrum to query the data that is in Amazon S3.
Which actions will provide the FASTEST queries? (Choose two.)
- A. Split the data into files that are less than 10 KB.
- B. Use gzip compression to compress individual files to sizes that are between 1 GB and 5 GB.
- C. Use file formats that are not splittable.
- D. Partition the data based on the most common query predicates.
- E. Use a columnar storage file format.
Correct Answer: D,E 🗳️
A media company wants to build a real-time analytics pipeline to process customer activity events across the company's website and mobile app. The company wants to build a solution to ingest millions of events with minimum latency. The solution must be scalable and durable enough so that no data is lost. Which solution will meet these requirements in the MOST cost-effective way?
- A. Set up an Amazon Kinesis Data Streams pipeline to ingest data, process the data by using AWS Lambda functions, and store the results in Amazon Redshift for analytics.
- B. Schedule an AWS Glue job to fetch user interaction logs every 10 minutes from Amazon S3.
Configure the AWS Glue job to transform and store the data in Amazon Redshift for analytics. - C. Configure Amazon S3 Event Notifications to invoke an AWS Lambda function to process every new interaction log file. Store the result in Amazon Redshift for analytics.
- D. Deploy an Amazon Managed Streaming for Apache Kafka (Amazon MSK) cluster. Use self- managed consumers to process and distribute data in real-time. Integrate with Amazon Redshift for enhanced analytics.
Correct Answer: A 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
A data engineer needs to use Amazon Neptune to develop graph applications.
Which programming languages should the engineer use to develop the graph applications?
(Choose two.)
- A. SQL
- B. Spark SQL
- C. ANSI SQL
- D. SPARQL
- E. Gremlin
Correct Answer: D,E 🗳️
A company has several new datasets in CSV and JSON formats. A data engineer needs to make the data available to a team of data analysts who will analyze the data by using SQL queries.
Which solution will meet these requirements in the MOST cost-effective way?
- A. Create an Amazon RDS MySQL cluster. Use AWS Glue to transform and load the CSV and JSON files into database tables. Provide the data analysts access to the MySQL cluster.
- B. Store the data in an Amazon S3 bucket. Use an AWS Glue crawler to catalog the S3 bucket as tables. Create an Amazon Athena workgroup that has a data usage threshold. Grant the data analysts access to the Athena workgroup.
- C. Load the data into Super-fast, Parallel, In-memory Calculation Engine (SPICE) in Amazon QuickSight. Allow the data analysts to create analyses and dashboards in QuickSight.
- D. Create an AWS Glue DataBrew project that contains the new data. Make the DataBrew project available to the data analysts.
Correct Answer: B 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
The company stores a large volume of customer records in Amazon S3. To comply with regulations, the company must be able to access new customer records immediately for the first
30 days after the records are created. The company accesses records that are older than 30 days infrequently.
The company needs to cost-optimize its Amazon S3 storage.
Which solution will meet these requirements MOST cost-effectively?
- A. Apply a lifecycle policy to transition records to S3 Standard Infrequent-Access (S3 Standard-IA) storage after 30 days.
- B. Use S3 Standard-Infrequent Access (S3 Standard-IA) storage for all customer records.
- C. Use S3 Intelligent-Tiering storage.
- D. Transition records to S3 Glacier Deep Archive storage after 30 days.
Correct Answer: A 🗳️
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