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NEW QUESTION # 93
A data engineer needs to create a new external stage in Snowflake to access data stored in AWS S3. The S3 bucket is encrypted using AWS KMS. Which of the following SQL commands is the MOST SECURE and complete way to create the stage, assuming the necessary IAM role and key ARN are already known and have the appropriate Snowflake permissions?
Answer: D
Explanation:
Option C is the most secure because it uses an IAM role for authentication, which avoids storing long- term AWS keys directly in Snowflake. It also specifies the KMS encryption, which is necessary for accessing data encrypted with KMS. Option A uses AWS Keys, which is less secure. Option B doesn't provide the credentials. Option D only provides credentials with IAM role but not ENCRYPTION parameter for KMS encryption. Option E uses AWS Keys along with a token, which is still less secure than using an IAM role for authentication.
NEW QUESTION # 94
A data engineer is tasked with creating a Python script to load data from a local CSV file into a Snowflake table named 'SALES DATA' The CSV file contains columns 'product id', 'sale date', and 'sale amount'. The engineer wants to use Snowpark to efficiently achieve this. Which of the following code snippets demonstrates the most optimized approach using Snowpark's 'copy_into table' method, assuming the Snowpark session 'session' is already established, the file format object 'my csv_format' is defined correctly for CSV parsing, and the stage is configured for file access?
Answer: D
Explanation:
The `copy_into' method available on Snowpark DataFrame/Table objects allows you to leverage Snowflake's native COPY command for efficient data loading. Option C correctly uses
`session.table("SALES_DATA").copy_into("@my_stage/sales_data.csv", to perform the copy operation. Options A and D do not utilize the COPY command directly and might not be as optimized. Option B uses session.sql which doesn't leverage Snowpark's DataFrame API. Option E incorrectly defines the file_format as a dictionary. The 'file_format' parameter expects only the name of existing File Format Object.
NEW QUESTION # 95
A Snowflake account administrator needs to configure a resource monitor to limit the credit consumption of a specific virtual warehouse named 'ANALYTICS WH'. The resource monitor should trigger a notification when the warehouse consumes 80% of its allocated credits within a calendar month and should suspend the warehouse when it reaches 100%. Which of the following SQL statements, executed in the correct order, would achieve this?
Answer: B
Explanation:
The correct syntax for creating a resource monitor with triggers is to use the 'TRIGGERS' clause with the 'DO' keyword followed by the action. 'SUSPEND_IMMEDIATELY ensures the warehouse stops immediately when the limit is reached, preventing further credit consumption. Other options have incorrect syntax or trigger wrong action.
NEW QUESTION # 96
You are designing a data pipeline in Snowflake to process streaming data from Apache Kafka.
You need to choose the appropriate virtual warehouse size. The data arrives at a rate of 100,000 messages per second, and each message is approximately IKB. The processing involves complex transformations and aggregations. Which of the following considerations are MOST critical when determining the optimal warehouse size?
Answer: A,D
Explanation:
The complexity of transformations and the frequency of data arrival both play crucial roles in determining warehouse size. Complex transformations require more compute power, and high data arrival rates require higher concurrency to avoid backlog. Option A is incorrect because it only considers data volume. Option C is relevant for querying the processed data, not for processing the streaming data itself. Option D is not cost-effective.
NEW QUESTION # 97
A Snowflake administrator wants to ensure that all newly created schemas in a specific database automatically inherit certain grants (e.g., 'SELECT' privilege on all tables in the schema to a reporting role). Which of the following approaches is the MOST suitable to accomplish this?
Answer: B
Explanation:
'DEFAULT PRIVILEGES is the intended and most efficient mechanism for automatically granting privileges on future objects within schemas. Options A, C, D, and E are more complex and less efficient. Option D requires manual execution each time. Option A requires more overhead.
Option C is not available in Snowflake. Option E has a delay before new permissions are granted and can be a performance overhead.
NEW QUESTION # 98
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