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| Section | Weight | Objectives |
|---|---|---|
| Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
|
| Installation, Testing and Troubleshooting | 20% | - Validation and debugging
|
| Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
|
| Native Application Design and Creation | 35% | - Application development workflow
|
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NEW QUESTION # 89
You are developing a Snowflake Native Application that includes a Python module for data transformation. This module relies on the pandas' and 'requests' libraries. You are using an 'environment.yml' file to manage dependencies. Which of the following 'environment.yml' configurations is the MOST secure and correct way to define these dependencies for your application? Assume you want to install these packages directly from conda-forge channel.
Answer: B
Explanation:
Option E is the MOST secure and correct. Here's why: Specifying Versions: Explicitly pinning the versions of 'pandas' and requests' (e.g., 'pandas=l .3.5' , ensures consistent behavior across different environments and prevents unexpected issues caused by updates to these libraries. This greatly enhances the reproducibility and stability of your application. Using conda-forge Channel: Specifying 'conda-forge' as the channel is generally recommended for Snowflake Native Apps as it provides a broader selection of packages and often includes versions compatible with the Snowflake environment. It also tends to have more up-to-date packages. Avoiding 'pip': While 'pip' can be used, it's generally better to use 'conda' for managing dependencies in a 'environment.ymr file as it can handle non-Python dependencies as well and integrates better with Conda environments. Option A is less desirable because it relies on 'pip' without a specified channel, which can lead to inconsistencies and potential security vulnerabilities. Option B is better than A because it uses conda-forge but lacks version pinning. Option C uses 'defaults' channel which is less preferable to conda-forge and lacks version pinning. Option D unnecessarily mixes pip with the Conda package manager.
NEW QUESTION # 90
Consider a Snowflake Native App that dynamically creates tables within the consumer's account using stored procedures. The application role is 'APP ROLE. After installation, the application needs to automatically grant 'SELECT privilege on all newly created tables in a specific schema CAPP DATA SCHEMA) to a consumer-defined role (CONSUMER ROLE). Which of the following approaches is the most secure and efficient way to achieve this? Assume the application cannot know the names of tables in advance.
Answer: D
Explanation:
Future grants are designed for this purpose: to automatically grant privileges on objects created in the future. Options A and B are less efficient and scalable. Option C is overly permissive, granting ownership and the ability to grant further privileges, which is a security risk. Manual creation defeats the purpose of automation.
NEW QUESTION # 91
You are developing a Snowflake Native Application that needs to be deployed across multiple consumer accounts. The application relies on a secure external function (SEF) for real-time data enrichment. The SEF interacts with a third-party API secured with OAuth 2.0. What are the MOST important considerations when designing the setup script for this application to ensure seamless deployment and security in the consumer accounts?
Answer: C,E
Explanation:
Options C and E are the most secure and practical. Option C gives the consumer full control of the OAuth credentials. Option E uses secure secret objects, providing a way for consumers to inject their credentials post-installation without exposing them directly in the setup script, adhering to the principle of least privilege and enhancing security. Options A and B represent poor security practice. Option D is unreliable.
NEW QUESTION # 92
You are the developer of a Snowflake Native Application. You've created a new version of your application package, v2.0. You want to perform a controlled rollout, first releasing it to a subset of your consumers for testing before making it generally available. Which sequence of steps, leveraging Snowflake's lifecycle management features, would you use to achieve this?
Answer: D
Explanation:
The correct answer is C because creating a dedicated role, granting usage on the specific version, and instructing beta testers to specify the version during application instance creation allows for controlled access to the new version. Option A and B would expose the new version after setting default version. Option D only grants ownership and does not control version access for consumers. Option E requires manual intervention from all consumers which defeats controlled rollout purpose.
NEW QUESTION # 93
You are creating a Snowflake Native Application that will be distributed to consumer accounts. As part of the installation process, you need to ensure that a specific database role, 'DATA READER, is created in the consumer account and granted 'SELECT' privileges on a specific table in the consumer's shared dat a. Which of the following code snippets, when placed within the application's setup script (install.sql), will correctly achieve this, assuming the application is granted 'CREATE DATABASE ROLE?
Answer: C
Explanation:
Option D correctly creates the database role, grants the necessary privileges, and associates it with the application. Here's a breakdown: 'CREATE OR REPLACE DATABASE ROLE DATA_READER;': creates or replaces the database role 'DATA_READER in the consumer account. 'GRANT SELECT ON TABLE CONSUMER DB.PUBLIC.MY TABLE TO DATABASE ROLE DATA READER;': Grants the 'SELECT privilege on the specified table to the 'DATA_READER role. It assumes that already exists in the consumer account through data sharing or some other mechanism. 'GRANT DATABASE ROLE DATA READER TO APPLICATION ROLE app_public;': This grants the database role to the application role, making the database role available to the application via the 'app_public' application role. 'GRANT APPLICATION ROLE app_public TO APPLICATION This is essential. This makes sure the application has the privileges from the application role granted. Without this, the database role is effectively useless to the application. In the consumer account, this means it will be able to use application. It should have an application object representing installed app in Consumer Account. Option A is incorrect because granting to 'SHARE is not the appropriate way to grant the role to the application. This is meant for granting to other accounts. Option B is incorrect because application will not be able to use app_public if not granted. Option C is incorrect because you need to assign database role to application role so it can be properly managed at the application level. You also need to grant the application role to the applicatiom Option E is incorrect because you should not grant the application role to SHARE; it will provide access to any accounts using the share, and can lead to over-privileged access.
NEW QUESTION # 94
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