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| Section | Weight | Objectives |
|---|
| Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
- 1. Manifest files and setup scripts
- 2. Application packages and structure
|
| Installation, Testing and Troubleshooting | 20% | - Validation and debugging
- 1. Logging and event tables
- 2. Tracing and troubleshooting workflows
|
| Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
- 1. Version upgrades and release management
- 2. Marketplace listings and publishing
|
| Native Application Design and Creation | 35% | - Application development workflow
- 1. Building and versioning applications
- 2. Application roles and privileges
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q205-Q210):
NEW QUESTION # 205
A Native Application developer, Alice, is building a data processing pipeline within her Snowflake Native App that includes a scheduled task. The task executes a stored procedure which needs to access data from a table owned by the consumer account. The application package version '1.0.0' has been released to a consumer. The task has been created and suspended. Which of the following SQL commands are required for Alice, as the application provider, to grant the necessary privileges on the consumer's environment to enable the task to execute successfully when it is resumed? Select ALL that apply.
- A. GRANT EXECUTE TASK ON DATABASE TO APPLICATION ROLE app_public;
- B. GRANT EXECUTE TASK ON ACCOUNT TO SHARE;
- C. GRANT EXECUTE TASK ON TASK my_task TO APPLICATION ROLE app_public;
- D. GRANT EXECUTE MANAGED TASK ON ACCOUNT TO SHARE;
- E. GRANT EXECUTE TASK ON TASK my_task TO APPLICATION ROLE app_owner;
Answer: C,D
Explanation:
When managing tasks in Snowflake Native Apps that run in the consumer account, the 'EXECUTE MANAGED TASK' privilege on the account share is required to allow the application provider to manage and execute the tasks within the consumer's environment. Additionally, the 'EXECUTE TASK privilege needs to be granted to the application role that is responsible for executing the task. This is typically 'app_public' which is given execute task privileges. 'app_owner' is typically only used for managing the application itself.
NEW QUESTION # 206
A Snowflake Native App provider has implemented an Event Table to capture application logs. They observe a significant performance degradation in their application queries when the Event Table grows beyond a certain size. Which of the following strategies can be implemented to mitigate the performance issue, assuming that frequent querying of the last 7 days of data is common? Select ONLY ONE answer.
- A. Create a materialized view on top of the Event Table that filters for events within the last 7 days.
- B. Partition the Event Table by date, using the ' INSTALLATION_TIMESTAMP' column.
- C. Disable automatic clustering on the Event Table.
- D. Increase the warehouse size used for querying the Event Table.
- E. Implement a stored procedure that manually copies the last 7 days of data to a separate, smaller table.
Answer: A
Explanation:
Option B, creating a materialized view that filters for the last 7 days of data, is the MOST effective solution. Materialized views pre- compute and store the results of the query, so subsequent queries against the view are significantly faster. Increasing the warehouse size (Option A) might provide some improvement but does not address the fundamental issue of scanning the entire table. Partitioning (Option C) is not supported in Snowflake. Implementing a stored procedure (Option D) adds complexity and overhead. Disabling automatic clustering (Option E) will degrade performance.
NEW QUESTION # 207
You are preparing to list your Snowflake Native Application on the Snowflake Marketplace. You've developed the application and implemented security measures. Which of the following steps are essential best practices for ensuring a successful and secure listing on the Snowflake Marketplace?
- A. Implement robust error handling and logging mechanisms to provide consumers with informative error messages and aid in troubleshooting. Include mechanisms for securely collecting and storing application usage metrics (if required), ensuring compliance with privacy regulations.
- B. Avoid documenting any limitations or potential issues with the application to present a flawless image to potential consumers. Only provide limited pricing information to create a sense of urgency to potential consumer
- C. Clearly communicate the application's security model, including data encryption methods, access controls, and any reliance on consumer-side security configurations. Undergo and document regular security audits and penetration tests of the application.
- D. Thoroughly document the application's functionality, installation instructions, configuration options, and any known limitations. Provide clear and concise pricing information and support contact details.
- E. Include a prominently displayed disclaimer stating that the application is provided "as is" and the provider assumes no liability for any damages arising from its use. Only provide basic installation instructions. It is the end user's responsibility to know how to use the application.
Answer: A,C,D
Explanation:
Options A, B, and C are essential best practices. Thorough documentation (A) is crucial for consumer adoption. Robust error handling and logging (B) improve the user experience and facilitate troubleshooting. Clear communication of the security model (C) builds trust. Option D is unacceptable as it shifts responsibility unfairly to the consumer. Option E is also unethical, as consumers should know what to expect.
NEW QUESTION # 208
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. Use Snowflake's Resource Monitors to track resource usage by different versions of the application.
- B. 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.
- C. 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.
- D. Rely on the consumer to explicitly enable the feature through a configuration parameter, then log the feature's usage.
- E. Use the 'APPLICATION$VERSION' function within a stored procedure to conditionally enable the feature and log the usage to a separate table. Make sure the logs are maintained within the producer account.
Answer: E
Explanation:
The correct answer is (A). Using 'APPLICATION$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 # 209
You are designing a Snowflake Native App that relies on a specific version of a shared library. You want to ensure that your application continues to function correctly even if the provider of the shared library releases a new, incompatible version. How can you achieve version isolation for your application's dependencies within the Snowflake Native App Framework?
- A. Leverage Snowflake's dependency management system to specify a version range for the shared library in your application's setup script.
- B. Utilize Snowflake's 'API_INTEGRATION' to create endpoint where you have version control for the shared library.
- C. Implement a custom version compatibility check within your application code to gracefully handle potential incompatibilities with newer versions of the shared library.
- D. Utilize the ' feature to directly link your application to a specific version of the shared library hosted in an external repository.
- E. Package the required version of the shared library directly within your application's code bundle, ensuring it is isolated from any external updates.
Answer: E
Explanation:
Packaging the required version of the shared library directly within your application's code bundle (B) provides the most reliable version isolation. This ensures that your application always uses the version it was designed for, regardless of any external updates. While options A, C, D, and E are valid approaches in other contexts, they do not provide the same level of isolation within the Snowflake Native App Framework. Snowflake Native Apps do not utilize for this purpose, nor do they have a specific dependency management system like option C. Version checking (D) is a good practice but doesn't prevent the application from being affected by the newer version. Using SAPI INTEGRATION' would not provide version control.
NEW QUESTION # 210
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