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| Section | Weight | Objectives |
|---|
| Topic 1: 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
|
| Topic 2: Snowflake Native Applications Design and Creation | 35% | - Apply Snowflake best practices while building native application workloads
- 1. Build, distribute, and monetize apps in Snowflake
- 2. Design scalable applications
- Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
|
| Topic 3: Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Topic 4: Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q183-Q188):
NEW QUESTION # 183
You are designing a Snowflake Native App that includes a managed task. This managed task updates several tables in a secured schema within the consumer account. To comply with strict security requirements, you need to minimize the privileges granted to the application role while ensuring the managed task executes successfully. Which combination of privileges is absolutely necessary for the application role to successfully execute the managed task and update the tables in the secured schema, assuming the application role already has USAGE on the database and schema?
- A. EXECUTE MANAGED TASK, SELECT, INSERT, UPDATE, DELETE on the tables AND MODIFY on the schema.
- B. EXECUTE MANAGED TASK, OWNERSHIP on the secured schema.
- C. EXECUTE MANAGED TASK, MODIFY on the secured schema.
- D. EXECUTE MANAGED TASK, OWNERSHIP on the tables.
- E. EXECUTE MANAGED TASK, SELECT, INSERT, UPDATE, DELETE on the tables.
Answer: A
Explanation:
Option D represents the minimum necessary privileges. 'EXECUTE MANAGED TASK' allows the application to run the managed task. 'SELECT , 'INSERT, 'UPDATE', and 'DELETE are required to perform data manipulation operations on the tables. 'MODIFY on the schema allows the application to modify objects within the schema, which is required for updating tables. OWNERSHIP grants excessive privileges and is not required for simply updating data. MODIFY on the schema alone is insufficient without the data manipulation privileges on the table.
NEW QUESTION # 184
You are developing a Snowflake Native Application and want to implement comprehensive cost monitoring for your application's resource consumption within a consumer's Snowflake account. Which of the following approaches provide the MOST effective and granular cost visibility for both you (as the provider) and your consumers?
- A. Implement custom logging within your application to track resource usage (e.g., CPU time, data scanned) for each function or query. Aggregate and analyze these logs to generate cost reports for consumers.
- B. Combine Snowflake's query history (accessed via the ACCOUNT_USAGE schema) with custom tagging of resources and queries within your application. This allows you to attribute resource consumption to specific application features and provide detailed cost breakdowns for consumers.
- C. Leverage Snowflake's Resource Monitor feature to set budget limits for the entire consumer account and receive alerts when these limits are exceeded. This provides a general overview of spending but lacks application-specific granularity.
- D. Utilize Snowflake's query history and function within your application to capture query execution statistics. Create views or tables to summarize resource consumption metrics for specific application components.
- E. Rely solely on Snowflake's global account-level cost dashboards and resource monitors to track overall Snowflake usage, including the resources consumed by your application. Analyze these dashboards manually to identify potential cost optimization opportunities.
Answer: B
Explanation:
Option E provides the most granular and effective cost monitoring. Using Snowflake's query history from the ACCOUNT USAGE schema allows access to detailed resource consumption data. Combining this with custom tagging (e.g., using 'ALTER WAREHOUSE ... SET TAG allows associating specific queries and resources with your application and its features. This enables creating detailed cost breakdowns for consumers, showing exactly how much each feature is costing them. While B and C are useful, they require more manual effort and custom coding for aggregation. A and D lack application-specific detail. This allows for better chargeback, cost control and optimization.
NEW QUESTION # 185
Consider the following setup script snippet for a Snowflake Native Application:

What is the primary purpose of the 'WHERE NOT EXISTS' clause in the 'INSERT' statement within this setup script?
- A. To ensure that the 'INSERT statement only executes if the table is empty.
- B. To guarantee that the 'app_data.configuration' table always contains the latest version of the 'api_endpoint' parameter, overwriting any existing value.
- C. To optimize the performance of the 'INSERT statement by avoiding unnecessary insertions when the configuration parameter already exists.
- D. To prevent duplicate rows with the same 'param_name' from being inserted into the 'app_data.configuration' table during subsequent installations or upgrades of the application.
- E. To handle potential errors that may occur if the 'api_endpoint' parameter is already defined in the consumer's account.
Answer: D
Explanation:
Option B is correct. The 'WHERE NOT EXISTS clause prevents duplicate entries for the 'api_endpoint' parameter. The setup script might run multiple times during application installations or upgrades, and without this clause, it would insert duplicate rows. Option A is incorrect, as the clause doesn't check if the entire table is empty. Option C is true to some extent, performance is one of the reasons but not the primary reason. Option D, The consumer account has no role to play here. Option E is wrong because it will do opposite as intended.
NEW QUESTION # 186
You are packaging a Snowflake Native App that includes a Streamlit application. You need to define specific permissions for the application to access data in the consumer's account. Specifically, the application needs to read from a table named in the schema within the consumer's database 'consumer_db'. Which of the following steps are required to correctly grant these privileges during the application installation process?
- A. In your setup script ('setup.sql'), execute 'GRANT SELECT ON TABLE consumer_db.consumer_schema.consumer_data TO APPLICATION ROLE app_role;' where 'app_role' is the application role defined in your application package.
- B. In your manifest file ('manifest.yml'), declare a 'privileges' section specifying 'SELECT' privilege on 'consumer_db.consumer_schema.consumer_data' for the app_role' .
- C. Use the 'snowflake.permissionss module within your Streamlit application to dynamically request the 'SELECT privilege on 'consumer_db.consumer_schema.consumer_data' when the application starts. Display an error message if the privilege is not granted.
- D. The consumer must manually grant the 'SELECT privilege on 'consumer_db.consumer_schema.consumer_data' to the application's install-time role after the application is installed. No action is needed within the application package.
- E. Create a secure view in the consumer's account that selects from and grant 'SELECT on the secure view to the application role. This requires coordination with the consumer.
Answer: A,B
Explanation:
Options A and C are the correct and necessary steps. The manifest file ('manifest.yml') must declare the required privileges (C). The setup script ('setup.sql') then executes the "GRANT' statements to assign those privileges to the application role (A). Option B is incorrect; the application needs to declare and request privileges. Option D is a possible workaround but requires consumer involvement and is less direct. Option E is not a standard or supported way to handle permissions in Snowflake Native Apps. The 'snowflake.permissions' module does not exist.
NEW QUESTION # 187
A Snowflake Native App provider wants to ensure that even future roles created in their provider account will NOT automatically have access to the application database , which was created without the "MANAGED ACCESS' property initially. After creating a security audit suggested it to be with managed access. Which of the following steps BEST secures the app database?
Note multiple options may be needed
- A. ALTER DATABASE SET MANAGED ACCESS = TRUE;
- B. GRANT OWNERSHIP ON DATABASE TO ROLE application_role;
- C. DROP DATABASE CREATE DATABASE WITH MANAGED ACCESS;
- D. REVOKE USAGE ON DATABASE FROM ROLE PUBLIC;
- E. REVOKE ALL PRIVILEGES ON DATABASE FROM PUBLIC;
Answer: A,B,E
Explanation:
The most effective method is to use 'ALTER DATABASE SET MANAGED_ACCESS = TRUE;' to enable managed access. This ensures that privileges are managed at the database level. Revoking all privileges from PUBLIC removes default access granted to all roles (including future roles). By revoking default public access and using managed access together, one ensures greater security. Option A works, but dropping and recreating is impactful. Option D, is similar to C however doesn't handle future role. Granting ownership to a specific role ensures better control.
NEW QUESTION # 188
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