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| Section | Weight | Objectives |
|---|
| Native Application Design and Creation | 35% | - Application development workflow
- 1. Application roles and privileges
- 2. Building and versioning applications
|
| Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
- 1. Application packages and structure
- 2. Manifest files and setup scripts
|
| Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
- 1. Marketplace listings and publishing
- 2. Version upgrades and release management
|
| Installation, Testing and Troubleshooting | 20% | - Validation and debugging
- 1. Logging and event tables
- 2. Tracing and troubleshooting workflows
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q215-Q220):
NEW QUESTION # 215
A Snowflake Native App provider wants to implement row-level security (RLS) in an event table to ensure that consumers only receive events pertaining to their specific organization, even if they have been granted USAGE on the event table function. How can this be achieved?
- A. Create a view on top of the event table that includes a WHERE clause filtering by APP INSTANCE ID() and grant access to the view instead of the base table.
- B. Create a masking policy that filters rows in the event table based on the CURRENT_ACCOUNT() function to match the consumer's account ID.
- C. Row-level security cannot be enforced on event tables shared through Snowflake Native Apps due to security limitations.
- D. Create a row access policy that filters rows in the event table based on the APP_INSTANCE_ID() function, ensuring each consumer only sees events related to their application instance.
- E. Implement a custom stored procedure that acts as a proxy for accessing the event table, filtering data based on the consumer's user ID.
Answer: D
Explanation:
B is the most appropriate answer. Row access policies can leverage APP_INSTANCE_ID() within the Snowflake Native App environment to filter data based on the application instance, achieving the desired row-level security. A is incorrect because CURRENT_ACCOUNT() would not distinguish between different application instances within the same account. C is incorrect as it is more complex than using row access policy directly and more difficult to maintain. D is similar to B but less secure than the row access policy. E is incorrect, RLS can be enforced.
NEW QUESTION # 216
You are developing a Native App on Snowflake that needs to interact with an external REST API. To ensure proper security, you want to store the API key securely within the application package and use it for authentication. Which of the following is the MOST secure and RECOMMENDED method to accomplish this?
- A. Hardcode the API key directly into the application code within a UDF (User-Defined Function).
- B. Store the API key in a secure stage with encryption and grant SELECT privilege to the application role.
- C. Create a key-pair stored procedure. Storing the API key as a secret, then decrypting the key during each API call.
- D. Store the API key as a secret using Snowflake's Secret Management feature and reference it within a secure UDE
- E. Store the API key in a table within the application database with minimal access control, relying on Snowflake's data encryption at rest.
Answer: D
Explanation:
Snowflake's Secret Management offers the most secure way to store and manage sensitive information like API keys. It allows you to store secrets securely and reference them within UDFs, preventing direct exposure. Options A, B and D introduce security risks by storing the API key in less secure ways or directly in code. Option E introduces unnessary complexity.
NEW QUESTION # 217
A Snowflake Native Application is designed to process customer data using a series of stored procedures. One of the stored procedures, process data', requires access to a stage named 'customer stage' in the consumer's account to load dat a. The application role 'app_role' is intended to manage all access within the application. However, the procedure fails with a permission error during testing in the consumer environment. Which of the following combination of steps is required to fix the problem?
- A. Grant 'USAGE privilege on the database and schema containing 'customer_stage' to the 'app_role', and create a new role in the consumer account, grant 'READ on the 'customer_stage' to this new role, then grant this new role to 'app_role' .
- B. Grant 'USAGE privilege on the database and schema containing 'customer_stage' to the 'app_role', and grant 'READ privilege on 'customer_stage' to the app_role' .
- C. The stored procedure needs to be defined with 'EXECUTE AS CALLER rights to assume the privileges of the role executing the procedure.
- D. Grant 'USAGE privilege on the database and schema containing 'customer_stage' to the provider account, and grant privilege on 'customer_stage' to the 'app_role' .
- E. Grant 'READ and ' WRITE privilege on 'customer_stage' directly to the provider account.
Answer: B,C
Explanation:
Options A and E are correct. Option A: The 'app_role' needs 'USAGE privileges on the database and schema to access objects within them. It also needs 'READ' privilege on the stage to load data from it. Option E: If the stored procedure is accessing objects with the 'OWNER rights instead of 'CALLER rights, then it doesn't matter what the 'app_role' has privileges to. The procedure needs to be defined to execute as the caller to take advantage of the consumers permissions to external stages. Options B and C are incorrect because granting privileges directly to the provider account or the consumer account is the incorrect pattern for Snowflake Native Apps. The privileges should be managed within the consumer account, usually through an 'app_role' . Option D includes an unnecessary intermediary role that is not needed.
NEW QUESTION # 218
A data analytics company is developing a Snowflake Native App that allows customers to enrich their existing Snowflake data with external, proprietary datasets. The application requires READ access to customer tables and the ability to store processed results within the application's managed database. Which combination of Snowflake Native App Framework privileges and features is MOST appropriate to achieve this functionality?
- A. Use an API Integration to securely access the customer's data and a Stored Procedure to write the enriched data into application's stage.
- B. The application package grants OWNERSHIP privilege on customer tables to the application. Use standard INSERT statements within stored procedures to write enriched data into the application's managed database.
- C. The application's manifest includes REQUESTED PRIVILEGES = [ 'READ ON DATABASE', 'READ ON TABLE' l. Use stored procedures executing with definer's rights to access customer tables through a secure view, and standard INSERT statements to write to the managed database.
- D. The application's manifest includes REQUESTED PRIVILEGES = [ 'READ' l. Use stored procedures executing with definer's rights to access customer tables and external functions to write to the managed database.
- E. The application's manifest includes REQUESTED PRIVILEGES = [ 'USAGE ON DATABASE', 'READ ON TABLE' ]. Use stored procedures executing with caller's rights to access customer tables and standard INSERT statements to write to the managed database.
Answer: C
Explanation:
The correct approach involves requesting necessary privileges (READ ON DATABASE, READ ON TABLE) in the application manifest. Using definer's rights within stored procedures allows the application to access customer data securely through secure views, and standard INSERT statements are the correct way to write to the managed database. Granting OWNERSHIP is excessive and insecure. Caller's rights would require the user installing the app to have READ privileges on the customer's data, defeating the purpose of secure access within the app.
NEW QUESTION # 219
Within a Snowflake Native Application, you need to implement a feature that is only available in the latest version of the application, and the usage of that feature needs to be tracked. How would you accomplish this within the application code, considering that you want to avoid exposing internal details about version numbers directly to the consumer?
- A. Rely on the consumer to explicitly enable the feature through a configuration parameter, then log the feature's usage.
- B. Implement a UDF (User-Defined Function) that checks the application version and returns a flag indicating whether the feature is available. Use this flag in SQL queries to conditionally enable the feature and track its usage.
- C. Use the 'APPLICATION$VERSION' function within a stored procedure to conditionally enable the feature and log the usage to a separate table. Make sure the logs are maintained within the producer account.
- D. Create a separate role that is only granted to users of the latest version, and use this role to control access to the feature. Use a view to abstract the role requirement.
- E. Use Snowflake's Resource Monitors to track resource usage by different versions of the application.
Answer: C
Explanation:
The correct answer is (A). Using 'APPLICATION$VERSION' within a stored procedure allows you to conditionally enable the feature based on the application version. Logging the usage to a separate table (within the producer account) provides valuable insights into feature adoption without exposing version details to the consumer. Resource monitors (D) track resource consumption but not specific feature usage. Roles (B) can control access but don't directly provide usage tracking. Option E relies too much on consumer action. While UDFs (C) can check the version, doing so in SQL queries for conditional enabling might not be the most performant or maintainable approach. All logs should be captured within Producer account.
NEW QUESTION # 220
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