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| Section | Weight | Objectives |
|---|
| Snowflake Native Applications Design and Creation | 35% | - Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
- Apply Snowflake best practices while building native application workloads
- 1. Build, distribute, and monetize apps in Snowflake
- 2. Design scalable applications
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Data sharing and protection mechanisms
- 2. Cloud-based computing and storage concepts
- 3. Account security and access management
|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q22-Q27):
NEW QUESTION # 22
You are packaging a Snowflake Native Application for listing on the Marketplace. You have developed a setup script (setup.sql) that creates necessary tables and stored procedures within the application container. During the security scan, you receive warnings related to 'Excessive Privileges Granted'. Review the following snippet from your setup.sql script:

What specific change(s) to the setup script would BEST address the 'Excessive Privileges Granted' warning while ensuring the application functions correctly after installation?
- A. Change the GRANT statement to 'GRANT SELECT ON TABLE app_data TO APPLICATION ROLE app_public WITH GRANT OPTION'.
- B. Modify the procedure to run with caller's rights (EXECUTE AS CALLER) and grant SELECT on 'app_data' directly to the end-user's role instead of the application role.
- C. Within the procedure, use the 'SECURITY INVOKER clause on the 'CREATE TABLE statement to ensure that the table is created with the end-user's privileges instead of the application owner's privileges.
- D. Revoke the EXECUTE privilege on the 'init_app' procedure from the 'app_admin' role after the application is installed.
- E. Modify the procedure to use an invoker's rights approach (EXECUTE AS OWNER) and limit the SELECT privilege on sapp_data' to only the specific columns required by the application.
Answer: E
Explanation:
Using an invoker's rights approach (EXECUTE AS OWNER) and limiting privileges to the minimum required (specific columns) reduces the attack surface and minimizes the risk of privilege escalation. Revoking privileges later (Option A) is not ideal as it requires post- installation steps. Caller's rights (Option B) would not work since the application needs its own privileges. SECURITY INVOKER (Option D) is not a valid clause for CREATE TABLE. WITH GRANT OPTION (Option E) would unnecessarily allow the application role to grant SELECT to other roles.
NEW QUESTION # 23
A Snowflake Native App is designed to perform complex data transformations on large datasets provided by the consumer. To optimize performance and manage resource consumption, you need to choose the appropriate execution context for your application logic. Which of the following options should be considered to accomplish this?
- A. Distributing the transformations across multiple SQL UDFs running in parallel using Snowflake's compute grid.
- B. Executing all data transformations within a single stored procedure to minimize overhead.
- C. Run entire process by calling API from provider side.
- D. Leveraging Snowflake's external functions to offload data transformations to a separate cloud-based compute environment.
- E. Using a combination of stored procedures, SQL UDFs, and external functions to orchestrate the data transformation process, depending on the specific requirements of each step.
Answer: E
Explanation:
Choosing the correct execution context for your application logic requires a combination of stored procedures, SQL UDFs, and external functions to orchestrate the data transformation process, depending on the specific requirements of each step, offering the best balance of performance, scalability, and resource management. A single stored procedure may not be efficient for complex transformations. SQL UDFs in parallel can be effective but might have limitations depending on the complexity. External functions offer flexibility for offloading but introduce latency and complexity. API call will be more appropriate to transfer the data.
NEW QUESTION # 24
A data science team within your organization is developing a Snowflake Native App that needs to access and process customer data stored in a Snowflake database. The app must only access data for customers residing in the 'USA' region. The team has created a custom role 'APP ROLE for the app to use. Which of the following is the MOST secure and efficient way to grant the app the necessary permissions to read the filtered data? Assume a secure view approach is preferred over direct table access.
- A. Grant the 'APP_ROLE the 'SELECT privilege on the base customer data table and rely on row-level security policies defined on that table.
- B. Create a secure view that filters customer data to include only customers in the 'USA' region and grant the SAPP ROLE the 'SELECT privilege on the secure view.
- C. Grant the SAPP ROLE the 'OWNERSHIP' privilege on the base customer data table and implement data filtering logic within the app itself.
- D. Create a standard view (non-secure) that filters customer data to include only customers in the 'USA' region and grant the 'APP_ROLE the 'SELECT' privilege on this view.
- E. Grant the 'APP_ROLE the 'USAGE privilege on the database and schema containing the customer data table. Data filtering should still be handled by the app.
Answer: B
Explanation:
Secure views offer a crucial security advantage: they hide the underlying table structure and any associated metadata from the app, only exposing the filtered data. Row-level security (RLS) can work (A), but secure views provide an extra layer of abstraction and security, hiding the existence of other rows. Granting ownership (C) is highly insecure and unnecessary. Non-secure views (D) do not offer the security benefits required for sensitive data. USAGE privilege alone (E) doesn't grant any data access without SELECT.
NEW QUESTION # 25
You're developing a Snowflake Native App that includes a function, , which retrieves sensitive customer dat a. You want to ensure that this data is only accessible by authorized roles within the consumer's account, even after the application is installed. Which of the following strategies are appropriate for securing the application's data and function access? (Choose two)
- A. Grant the 'EXECUTE privilege on the function to the 'application role'.
- B. Rely solely on the consumer's account administrator to manage access to the function and data after installation.
- C. Implement a masking policy on the underlying customer data table that restricts access based on the current role.
- D. Use a secure UDF to encapsulate the data retrieval logic, preventing direct access to the underlying tables.
- E. Grant the 'EXECUTE privilege on the function to specific, consumer-defined roles within the consumer's account via the provider's setup script.
Answer: C,E
Explanation:
Implementing a masking policy (Option A) directly on the underlying data table ensures that data is masked or restricted based on the user's role, regardless of how the data is accessed. Granting 'EXECUTE to consumer-defined roles (Option C) allows the provider to explicitly control which roles in the consumer's account have access to the function. Option B is incorrect as giving Execute permission to application role won't restrict access within consumer account. Option D can enhance security, it requires role base access control to be truly useful as the UDF will still need explicit role definitions of user access. Option E is insufficient; the provider needs to actively participate in securing the data through mechanisms like masking policies and role-based access control via grants in the setup script.
NEW QUESTION # 26
You are developing a Snowflake Native App that will be listed on the Snowflake Marketplace. The application requires the consumer to grant access to their 'CUSTOMER DATA table. Which of the following statements accurately describes the process and required privileges for accessing the consumer's data?
- A. The consumer must explicitly grant the 'SELECT privilege on the 'CUSTOMER_DATR table or a secure view of that table to the application's installation role through an inbound share.
- B. The application automatically has full access to all tables in the consumer's account, including 'CUSTOMER_DATA' , once installed.
- C. The consumer must explicitly grant the 'USAGE privilege on the 'CUSTOMER DATA' table to a share created by the application provider during installation.
- D. The application provider defines a secure view within the consumer's account, and the consumer grants the 'SELECT privilege on the 'CUSTOMER_DATX table to the secure view.
- E. The consumer grants the 'IMPORTED PRIVILEGES privilege on the database containing the 'CUSTOMER_DATX table to the application's installation role,and the application uses the CURRENT ACCOUNT() function to access the data.
Answer: A
Explanation:
Snowflake Native Apps access consumer data through an inbound share. The consumer must explicitly grant permissions (typically 'SELECT' on a table or a secure view) to the application's installation role via this share. Automatic access (A) is incorrect for security reasons. USAGE (B) is not sufficient for data access. The provider doesn't directly define objects in the consumer's account (C). 'IMPORTED PRIVILEGES' (D) are used for a slightly different use-case, they do not inherently grant access to a specific table within a database, but rather all objects. It needs to be linked to the database containing the data you intend to share, which is what 'E' does using an inbound share.
NEW QUESTION # 27
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