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| Section | Weight | Objectives |
|---|---|---|
| Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
|
| Native Application Design and Creation | 35% | - Application development workflow
|
| Installation, Testing and Troubleshooting | 20% | - Validation and debugging
|
| Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
|
1. You are developing a Snowflake Native App that uses JavaScript stored procedures. During consumer testing, you observe inconsistent behavior: sometimes the app works perfectly, other times it throws intermittent 'JavaScript out of memory' errors. You suspect a memory leak in your JavaScript code. Which of the following actions could help you diagnose and resolve this issue effectively?
A) Enable detailed logging within your JavaScript stored procedures using 'CALL SYSTEM$LOG(...)'})$ and analyze the logs for excessively large data structures or recursive function calls.
B) Increase the warehouse size for the consumer's instance where the app is installed, assuming larger warehouses always provide more memory for JavaScript execution.
C) Contact Snowflake support immediately, as 'JavaScript out of memory' errors always indicate a platform bug.
D) Use the 'INFORMATION SCHEMA.QUERY HISTORY view on the consumer account to examine the query profiles of the JavaScript stored procedures, looking for excessive memory consumption or spillover to local storage.
E) Refactor your JavaScript code to minimize the creation of large, temporary objects and ensure that objects are properly garbage collected by setting unused object references to 'null'.
2. You are designing a Snowflake Native Application that requires fine-grained access control to its data within the consumer account. You want to ensure that consumers can only access data relevant to their specific department. Which of the following Snowflake features, when combined, offer the MOST secure and flexible solution for implementing this requirement within the context of a Snowflake Native Application ?
A) External Tables and Secure Views with Owner's Rights.
B) Dynamic Data Masking policies and Views with Caller's Rights.
C) Row Access Policies and Secure Views with Caller's Rights.
D) User-Defined Functions (UDFs) and Row Access Policies.
E) Views and Stored Procedures with Caller's Rights.
3. You are developing a Snowflake Native Application that leverages Snowpark Python for data transformation. Your CI/CD pipeline utilizes GitHub Actions for automated testing and deployment. One of your Snowpark functions relies on a UDF that reads data from an external stage. To ensure seamless integration testing in different environments (development, staging, production), you need to dynamically configure the stage URL during the test execution. Consider that you're using environment variables to store environment-specific values. Which of the following approaches provides the MOST secure and maintainable way to configure the stage URL in your Snowpark test code?
A) Use the 'os.environ' module in Python to read the stage URL from the environment variable. Pass the URL directly to the UDF as a string argument.
B) Hardcode the stage URL directly within the Snowpark Python code. Use different code branches for each environment to manage the different URLs.
C) Create a Snowflake Secret object to store the stage URL. Within your Snowpark Python code, use the function to retrieve the secret value and pass it to the UDF.
D) Define the stage URL as a global variable within your Snowpark session. Set the global variable to the correct URL at the beginning of the test script, using 'os.environ.get()'.
E) Store the stage URL in a configuration file (e.g., JSON or YAML) within the application package. Read the configuration file during test execution and pass the URL to the UDE
4. You are developing a Snowflake Native App that requires specific database privileges to be granted to the application role during installation. Which sections of the 'manifest.yml' file are primarily responsible for defining these required privileges, and how does Snowflake interpret and enforce them during the installation process?
A) A combination of the 'application.initial_version.privileges' and 'setup.script' sections. 'application.initial_version.privileges' defines initial static privileges, while 'setup.script' can grant additional privileges dynamically during installation if needed. Snowflake ensures that all specified privileges are granted before the application is fully operational.
B) The 'setup.script' section defines the privileges needed. The application setup code must explicitly grant these privileges using 'GRANT statements to a specific application role. Snowflake does not automatically grant any privileges, so you have full control over permission management.
C) The 'application.initial_version.parameters' section. While parameters can control behavior, they do not define or manage privileges. Privileges must be manually configured by the consumer post-installation.
D) The 'application.initial_version.privileges' section defines the privileges needed. Snowflake automatically grants these privileges to the application role defined in 'application.initial_version.role' before the setup script runs. This ensures the application has the necessary permissions to create objects and execute code within the consumer's account.
E) The 'application.initial_version.artifacts' section is used to define the privileges. Snowflake parses this section to identify required privileges and grants them dynamically to the application role whenever a function or procedure is called that requires them.
5. 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, OWNERSHIP on the secured schema.
B) EXECUTE MANAGED TASK, SELECT, INSERT, UPDATE, DELETE on the tables AND MODIFY on the 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.
Solutions:
| Question # 1 Answer: A,D,E | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: B |
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