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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Installation, Testing and Troubleshooting | 20% | - Validation and debugging
|
| Topic 2: Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
|
| Topic 3: Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
|
| Topic 4: Native Application Design and Creation | 35% | - Application development workflow
|
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NEW QUESTION # 352
You are tasked with automating the creation of Snowflake Marketplace listings for several Native Applications. The application metadata, pricing tiers, and listing descriptions are stored in a JSON file. Which Snowflake feature(s) or approach would best facilitate the automated creation and management of these listings?
Answer: A,E
Explanation:
Automating Marketplace listing creation requires a programmatic approach. Manually entering data (A) is not suitable for automation. Directly uploading the JSON and parsing it with a stored procedure (E) is feasible but less efficient and scalable than options using dedicated APIs or connectors. The most suitable options are B and C. A Python script with the Snowflake Connector (B) allows for flexible and robust automation, enabling complex logic and error handling. Leveraging the Snowflake REST API (C) also provides a programmatic interface specifically designed for managing Snowflake resources (if such an API and specific function SYSTEM$CREATE MARKETPLACE LISTING exists). While a CLI (D) could be used, it is usually less feature-rich than the REST API or Connector for complex tasks.
NEW QUESTION # 353
A Snowflake Native App is designed to perform complex data transformations on large datasets provided by the consumer. To optimize performance and manage resource consumption, you need to choose the appropriate execution context for your application logic. Which of the following options should be considered to accomplish this?
Answer: C
Explanation:
Choosing the correct execution context for your application logic requires a combination of stored procedures, SQL UDFs, and external functions to orchestrate the data transformation process, depending on the specific requirements of each step, offering the best balance of performance, scalability, and resource management. A single stored procedure may not be efficient for complex transformations. SQL UDFs in parallel can be effective but might have limitations depending on the complexity. External functions offer flexibility for offloading but introduce latency and complexity. API call will be more appropriate to transfer the data.
NEW QUESTION # 354
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
Answer: A,C,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 # 355
A Snowflake Native App developer is packaging their application and needs to define the necessary privileges within the application package's manifest file. The application requires 'SELECT' access to a view named 'PROVIDER VIEW' and 'USAGE' on the database 'PROVIDER DB'. Which of the following YAML snippets correctly defines these privileges in the manifest file? (Choose two)
Answer: D,E
Explanation:
Options A and C are functionally equivalent and the only two valid configurations. Snowflake manifest files use the 'resources' section to define the objects and their required privileges. Note that Snowflake resource types (like VIEW and DATABASE) are case-insensitive. Options B, D, and E do not conform to the expected manifest file structure for defining resources and their associated privileges in a Snowflake Native App. The actual syntax and keyword usages are crucial for correct interpretation by the Snowflake platform. The only difference between A and C is that it does not affect functionality but will use the best format.
NEW QUESTION # 356
You are developing a Snowflake Native App using Python that performs complex data transformations using UDFs and external functions. During consumer testing, you observe intermittent 'Remote service timed out' errors when calling the external function. The external function is hosted on AWS Lambd a. Which combination of the following actions would BEST address this issue, ensuring reliability without compromising security?
Answer: E
Explanation:
Increasing the timeout in Snowflake, optimizing the Lambda function's performance (including code optimization and increasing memory allocation), and monitoring Lambda metrics are critical for addressing timeout issues. Lambda timeouts can occur if the function takes too long to execute, so increasing the timeout and optimizing performance can directly mitigate this. Furthermore, checking Lambda function metrics in CloudWatch can provide valuable insights into the root cause of performance problems. This combination tackles both the symptom (timeouts) and potential underlying causes (slow execution, resource constraints). Other answers only deal with some of the issues; without a performance-focused perspective, the problem could persist.
NEW QUESTION # 357
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