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Only need to practice for 20 to 30 hours

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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions:

1. A Snowflake table named 'ORDERS' contains columns: `ORDER ID (NUMBERY, `CUSTOMER ID (NUMBERY, 'ORDER DATE (DATE), and `ORDER DETAILS (VARIANT)'. The 'ORDER DETAILS column stores JSON data. You need to insert data into this table from a CSV file.
However, the CSV file only contains data for 'ORDER ICY, `CUSTOMER ICY, and 'ORDER DATE. The 'ORDER DETAILS' column should be populated with a default JSON object containing a status of 'PENDING' for all new orders. Which SQL INSERT statement is the most efficient and correct way to achieve this?

A)

B)

C)

D)

E)

2. A data engineer is tasked with creating a hierarchical structure for managing data access. They need to create a database named 'analytics db', a schema named 'reporting schema', and several views within the schema. These views will be used by different teams with varying levels of access. Which of the following SQL statements demonstrates the correct order and structure for creating these Snowflake objects, considering the object hierarchy?

A) CREATE DATABASE analytics_db; CREATE SCHEMA reporting_schema IN DATABASE analytics_db; CREATE VIEW AS SELECT FROM tablel;
B) CREATE SCHEMA reporting_schema; CREATE DATABASE analytics_db; CREATE VIEW AS SELECT FROM tablel ;
C) CREATE VIEW AS SELECT FROM tablel ; CREATE SCHEMA reporting_schema; CREATE DATABASE analytics_db;
D) CREATE DATABASE analytics_db; CREATE SCHEMA CREATE VIEW AS SELECT FROM tablel;
E) CREATE SCHEMA reporting_schema; CREATE DATABASE analytics_db; CREATE VIEW reporting_schema.viewl AS SELECT FROM tablel ;

3. A company is experiencing inconsistent query performance in their Snowflake environment.
Some queries execute quickly, while others, seemingly similar, take significantly longer. They suspect that the virtual warehouse sizing is not optimal. Which of the following strategies would be the MOST comprehensive approach to diagnosing and resolving this issue, assuming you have access to Snowflake's monitoring tools and SQL?

A) Use the Snowflake web interface to review query history and identify queries with long execution times. Analyze the query profiles of these slow queries to pinpoint performance bottlenecks such as full table scans or inefficient joins.
B) Enable the Query Acceleration Service. This will automatically improve query performance.
C) Continuously monitor the warehouse's CPU utilization and memory usage during peak hours. If utilization is consistently high, immediately upgrade the warehouse to the next larger size.
D) Implement Resource Monitors to limit the credit usage of specific users or groups. This will prevent a single user from monopolizing warehouse resources and impacting other users' query performance.
E) Cluster the tables that are frequently joined together, especially those involved in slow queries.Also, monitor average query execution time based on warehouse size over time to find an optimal size.

4. You are tasked with creating a Snowflake Notebook that reads data from an external stage (AWS S3), transforms it using Python, and then loads the transformed data into a Snowflake table. The external stage requires authentication using AWS IAM roles. Which of the following steps are necessary to configure the connection and access the data from the external stage within your Snowflake Notebook using Python? (Choose all that apply.)

A) Configure the AWS IAM role to trust the Snowflake account and grant it access to the S3 bucket.
B) Create a Snowflake storage integration object that defines the AWS IAM role ARN and the S3 bucket URL.
C) Create a Snowflake external table that points to the S3 bucket and uses the storage integration.
D) Grant the necessary privileges (e.g., USAGE, READ) on the storage integration object to the Snowflake role used by the Notebook session.
E) Use the AWS SDK for Python (bot03) within the Snowflake Notebook to assume the IAM role and access the S3 bucket directly.

5. Which of the following statements about creating databases and schemas in Snowflake are TRUE? (Select TWO)

A) Schemas are optional and not required to organize objects within a database.
B) A schema can be created without specifying a database if the current session's context is set to a specific database.
C) A database must be created before any schemas can be created within it.
D) The 'CREATE OR REPLACE DATABASE command allows you to change the edition of Snowflake being used.
E) A database can contain multiple schemas, each serving as a logical grouping of database objects.

Solutions: