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| Section | Weight | Objectives |
|---|---|---|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
|
| Snowflake Native Applications Design and Creation | 35% | - Apply Snowflake best practices while building native application workloads
|
1. You are developing a Snowflake Native App. Your app needs to interact with the consumer's Snowflake account to retrieve dat a. You want to ensure that your app only has access to the necessary data and that the consumer can control the data access. Which of the following methods is the MOST secure and recommended way to achieve this?
A) Use a Snowflake account administrator role to execute all queries within the app.
B) Expose an API endpoint within the consumer's account that grants access to the data without any restriction.
C) Create a service account within the consumer's Snowflake account and grant the necessary privileges to this account.
D) Create a shared secret between the provider and consumer accounts and use this secret to authenticate API calls for data access.
E) Utilize Snowflake's secure data sharing feature combined with granular access control policies (row access policies, masking policies) within the provider's app, granting access to specific views or tables.
2. 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) 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.
B) Grant the 'APP_ROLE the 'SELECT privilege on the base customer data table and rely on row-level security policies defined on that table.
C) 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.
D) Grant the SAPP ROLE the 'OWNERSHIP' privilege on the base customer data table and implement data filtering logic within the app itself.
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.
3. You are developing a Snowflake Native Application that leverages Snowflake Event Tables to log application events. You notice that while the application is successfully writing events to the event table, consumers are reporting that they cannot query the event table. Assume that you have successfully implemented the logging mechanism in your code and data is being logged. Consider the following manifest section:
Which of the following steps is MOST critical to resolve this issue and ensure consumers can query the event table?
A) Grant the 'APPLY MASKING POLICY privilege to the application role on the event table to enable consumers to see masked data, and the REFERENCE_USAGE privilege on the database and schema that contains the event table.
B) Confirm that the event table is explicitly listed in the 'shared_objects' section of the application manifest with the correct 'object_name', 'source_type' set to event_table', and 'privileges' including 'SELECT'.
C) Verify that the application role defined in the application manifest has been granted the 'SELECT privilege on the event table within the provider account.
D) The correct approach is not listed, as consumers cannot directly query event tables associated with Snowflake Native Applications for security reasons.
E) Ensure that the consumer account has the 'MONITOR privilege on the application, as this is required to query event tables associated with native applications.
4. An application provider wants to grant usage privileges on a warehouse named 'APP WAREHOUSE to a consumer account so their application can use the warehouse's compute resources. Which of the following SQL statements would correctly accomplish this goal, ensuring only the necessary privileges are granted to the consumer's application role 'APP ROLE?
A)
B)
C)
D)
E) 
5. You are designing a Snowflake Native Application that performs sentiment analysis on customer reviews. The application needs to store intermediate results and provide aggregated sentiment scores to the consumer. You are considering using either temporary tables or regular tables within your application package. Which of the following considerations are most important when deciding between these two options?
A) Regular tables are persisted across sessions and can be queried by the consumer after the application has completed its processing. This allows the consumer to analyze the intermediate results and gain further insights.
B) Temporary tables are visible to all roles within the application package, simplifying data access and management for different components of the application.
C) Regular tables require specifying a data retention period, which adds complexity to the application's setup script and can potentially lead to data loss if not configured correctly.
D) Temporary tables are automatically dropped at the end of each session, ensuring that no sensitive data is persisted longer than necessary. This is crucial for maintaining data privacy and compliance.
E) The data retention period for regular tables can be used to implement data versioning and auditing within the application package.
Solutions:
| Question # 1 Answer: E | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: A,D,E |
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