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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions:

1. You are using a Snowflake Notebook to perform data transformations. You have a cell that defines a Snowpark DataFrame named 'df_sales'. You want to persist this DataFrame as a Snowflake table called `SALES TRANSFORMED' in a schema named 'ANALYTICS'. Which of the following code snippets will correctly achieve this, assuming the necessary imports and session setup are already completed?

A)

B)

C)

D)

E)

2. A data engineer is tasked with loading JSON data representing customer interactions into Snowflake. The JSON files contain varying schemas and nested arrays. To optimize query performance and minimize storage costs, which approach is MOST appropriate for handling the semi-structured data during loading, considering efficient data access patterns?

A) Parse and pre-process the JSON data outside Snowflake to create a consistent relational structure before loading.
B) Load the JSON data directly into a VARIANT column without any transformations and use LATERAL FLATTEN to extract data during querying.
C) Utilize Snowflake's schema detection feature during loading to automatically create a relational table with appropriate data types for the JSON data.
D) Create a relational schema based on the most common JSON structure and load only those fields into corresponding columns, discarding any other data.
E) Use a CREATE VIEW statement to flatten and transform the VARIANT column into a relational structure for querying.

3. A junior data engineer is using the Snowflake web UI to create a view based on a complex query against a large dataset. They want to optimize the view for performance. Which of the following considerations and actions, when implemented directly through the Snowflake web UI and related SQL commands, will most effectively improve the performance of queries against this view?

A) Ensure that the underlying tables used by the view have appropriate clustering keys defined and maintained.
B) Use the `WITH SECURE option when creating the view to prevent unauthorized access, as this automatically optimizes query performance.
C) Manually rewrite the query within the view definition to utilize specific table aliases and join orders that are known to be faster based on previous query profiling.
D) Create the view as a materialized view instead of a regular view, using the 'CREATE MATERIALIZED VIEW' command in a worksheet.
E) Partition the underlying tables based on a relevant date column before creating the view.

4. A Snowflake administrator is tasked with setting up role-based access control (RBAC) to manage access to different objects within Snowflake using the web UI. Which of the following statements accurately describe best practices and functionalities available through the Snowflake web UI for managing RBAC?

A) The web UI only allows granting ownership of database objects to roles but not individual privileges like SELECT or INSERT.
B) The 'Account' section in the Snowflake web UI provides a visual interface to manage users, roles, and their associated privileges.
C) Roles can only be created and managed using SQL commands within a worksheet and cannot be managed through the web UI.
D) The Snowflake web UI allows creating custom roles, granting privileges to these roles, and assigning roles to users or other roles.
E) Role hierarchies cannot be created through the web UI; they must be defined using SQL commands.

5. A data analyst needs to create a view named that aggregates sales data by month. The base table sales_transactions' contains columns 'transaction_id' , 'transaction_date' , and
'sales_amount' . The analyst wants to ensure that only users with the 'ANALYST' role can query this view. Which of the following SQL statements correctly creates the view and grants the necessary privileges?

A) Option B
B) Option E
C) Option D
D) Option C
E) Option A

Solutions: