ARA-C01 V5

A media company needs a data pipeline that will ingest customer review data into a Snowflake table, and apply some transformations. The company also needs to use Amazon Comprehend to do sentiment analysis and make the de-identified final data set available publicly for advertising companies who use different cloud providers...

Which steps are recommended best practices for prioritizing cluster keys in Snowflake? (Choose two.)A . Choose columns that are frequently used in join predicates.B . Choose lower cardinality columns to support clustering keys and cost effectiveness.C . Choose TIMESTAMP columns with nanoseconds for the highest number of unique rows.D ....

A company wants to deploy its Snowflake accounts inside its corporate network with no visibility on the internet. The company is using a VPN infrastructure and Virtual Desktop Infrastructure (VDI) for its Snowflake users. The company also wants to re-use the login credentials set up for the VDI to eliminate...

What are some of the characteristics of result set caches? (Choose three.)A . Time Travel queries can be executed against the result set cache.B . Snowflake persists the data results for 24 hours.C . Each time persisted results for a query are used, a 24-hour retention period is reset.D ....

An Architect has a VPN_ACCESS_LOGS table in the SECURITY_LOGS schema containing timestamps of the connection and disconnection, username of the user, and summary statistics. What should the Architect do to enable the Snowflake search optimization service on this table?A . Assume role with OWNERSHIP on future tables and ADD SEARCH...

How is the change of local time due to daylight savings time handled in Snowflake tasks? (Choose two.)A . A task scheduled in a UTC-based schedule will have no issues with the time changes.B . Task schedules can be designed to follow specified or local time zones to accommodate the...

When using the Snowflake Connector for Kafka, what data formats are supported for the messages? (Choose two.)A . CSVB . XMLC . AvroD . JSONE . ParquetView AnswerAnswer: C, D Explanation: The data formats that are supported for the messages when using the Snowflake Connector for Kafka are Avro and...

An Architect is designing a pipeline to stream event data into Snowflake using the Snowflake Kafka connector. The Architect’s highest priority is to configure the connector to stream data in the MOST cost-effective manner. Which of the following is recommended for optimizing the cost associated with the Snowflake Kafka connector?A...

What is a characteristic of loading data into Snowflake using the Snowflake Connector for Kafka?A . The Connector only works in Snowflake regions that use AWS infrastructure.B . The Connector works with all file formats, including text, JSON, Avro, Ore, Parquet, and XML.C . The Connector creates and manages its...

A large manufacturing company runs a dozen individual Snowflake accounts across its business divisions. The company wants to increase the level of data sharing to support supply chain optimizations and increase its purchasing leverage with multiple vendors. The company’s Snowflake Architects need to design a solution that would allow the...