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| Section | Weight | Objectives |
|---|
| Topic 1: Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
| Topic 2: Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Topic 3: 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 4: Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Cloud-based computing and storage concepts
- 2. Data sharing and protection mechanisms
- 3. Account security and access management
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q160-Q165):
NEW QUESTION # 160
A Snowflake Native App is designed to transform data in the consumer's account. The application requires temporary write access to a staging table owned by the consumer. Which of the following SQL statements, when executed within the application package's logic, correctly grants the application role the necessary privileges to write to the consumer-owned staging table named 'CONSUMER STAGING TABLE in schema 'CONSUMER SCHEMA'?
- A. GRANT INSERT, UPDATE, DELETE, TRUNCATE ON TABLE CONSUMER SCHEMA.CONSUMER STAGING TABLE TO APPLICATION ROLE app_role WITH GRANT OPTION;
- B. GRANT INSERT, UPDATE, DELETE ON TABLE TO APPLICATION ROLE app_role;
- C. GRANT ALL ON TABLE CONSUMER SCHEMCONSUMER_STAGING TABLE TO APPLICATION ROLE app_role;
- D. GRANT SELECT, INSERT, UPDATE, DELETE, TRUNCATE ON TABLE CONSUMER SCHEMA.CONSUMER STAGING TABLE TO APPLICATION ROLE app_role;
- E. GRANT INSERT, UPDATE, DELETE ON TABLE CONSUMER_SCHEMA.CONSUMER STAGING_TABLE TO APPLICATION ROLE app_role WITH GRANT OPTION;
Answer: D
Explanation:
Option C is the most appropriate answer. For a staging table where the application needs temporary write access, the application role typically requires 'INSERT, "UPDATE, 'DELETE to modify the data, 'SELECT to read existing data (if necessary for transformations), and 'TRUNCATE if the application needs to quickly empty the table. The 'WITH GRANT OPTION' is not needed, as the app is not required to grant access to other roles. 'ALL" privilege, i.e., option A, is overkill.
NEW QUESTION # 161
Consider the following snippet from a Snowflake Native App manifest file (application.yaml):

Which of the following statements are TRUE regarding how these parameters can be accessed and used within the application's SQL code?

- A. Option C
- B. Option E
- C. Option D
- D. Option A
- E. Option B
Answer: A,E
Explanation:
Snowflake Native Apps use 'SYSTEM$GET PARAMETER to access parameter values defined in the manifest. This function retrieves the current value of the parameter, which can be either the default value defined in the manifest or a value overridden by the app package consumer during installation. Thus C is also correct. Direct variable access (A) is incorrect and Parameters are not restricted only to manifest file. They are accessible at runtime. So D and E are also incorrect
NEW QUESTION # 162
A Snowflake Native App developer is designing the upgrade process for their application. They need to ensure that data stored in the application's managed tables is preserved during the upgrade and that the application remains functional throughout the upgrade process. Which of the following strategies should the developer implement to achieve these goals? (Select TWO)
- A. Design the application's data model to be backward-compatible, allowing the new version to read and write data in the format used by previous versions. Use 'ALTER TABLE to add new columns or modify existing ones without breaking existing functionality.
- B. Before upgrading, unload all data from the application's tables to cloud storage, and then reload the data into the new version after the upgrade is complete.
- C. Implement a versioning system for the application's metadata using the ' APPLICATION VERSION' construct, ensuring that the new version can handle data from previous versions.
- D. Use the 'DROP TABLE command with the 'CASCADE' option to remove all tables and views before deploying the new version of the application.
- E. Utilize Snowflake's data sharing capabilities to create a read-only replica of the application's data for the new version to access during the upgrade.
Answer: A,C
Explanation:
Option B correctly describes the use of 'APPLICATION VERSION' to manage metadata compatibility between versions. Option D correctly emphasizes designing for backward compatibility in the data model using 'ALTER TABLE for schema changes, which avoids data loss and ensures a smoother upgrade process.
NEW QUESTION # 163
You are deploying a Snowflake Native Application that utilizes a UDF (User-Defined Function) to perform complex data transformations. The UDF is written in Python and depends on several external packages. You need to ensure that the consumer of your application can seamlessly install and use the UDF without encountering dependency conflicts or versioning issues. How should you manage the UDF and its dependencies during the deployment process, considering Snowflake's Native App framework?
- A. Upload the Python UDF code directly into a stage and create a Snowflake function using the 'CREATE FUNCTION' command. Rely on the consumer's existing Python environment to resolve dependencies.
- B. Use Anaconda packages within the Snowflake environment to manage Python dependencies. Ensure all required packages are explicitly listed in the setup script used during the application installation process.
- C. Utilize the Snowflake Native Apps framework to bundle the Python UDF and its dependencies within the application package. Snowflake will automatically handle dependency resolution during application installation.
- D. Package the Python UDF and its dependencies into a ZIP file and include it in the application package. Consumers will need to manually install the dependencies using 'conda install' after installing the application.
- E. Document the Python UDF dependencies in the application's documentation and instruct consumers to manually install them before using the function. No packaging is required.
Answer: C
Explanation:
The Snowflake Native Apps framework is designed to handle dependency management automatically. Option D is the correct answer. The framework ensures that the UDF and its dependencies are packaged together and resolved seamlessly during installation, avoiding conflicts and versioning issues for the consumer. Options A, C, and E place the burden of dependency management on the consumer, which is not ideal. While B uses Anaconda packages, it's less seamless and automatic than using the Native Apps framework's built-in capabilities. This automatic dependency resolution is a key benefit of the Native Apps framework.
NEW QUESTION # 164
You are building a Snowflake Native App that needs to store configuration settings specific to each consumer account. These settings will influence the behavior of the application. Which of the following methods is the MOST secure and recommended approach for managing these configuration settings within the Snowflake Native App Framework?
- A. Use external configuration files stored in an Amazon S3 bucket and accessed via external functions. This provides flexibility and scalability.
- B. Utilize parameters defined in the 'setup.sql' script and accessible via SQL commands like 'SYSTEM$GET APP PARAMETER. This allows consumers to configure the application during installation.
- C. Store the configuration settings directly within the application's code. This allows for easy access and modification during development.
- D. Hardcode the configuration settings directly into the manifest file as environment variables.
- E. Store the configuration settings in a public database table within the application's share. This makes the settings easily accessible to all consumers.
Answer: B
Explanation:
Using parameters defined in the 'setup.sqr script and accessed via 'SYSTEM$GET APP PARAMETER is the most secure and recommended approach. It allows consumers to configure the application during installation, provides a controlled and secure mechanism for accessing configuration settings, and prevents sensitive information from being directly embedded in the application code.
NEW QUESTION # 165
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