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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. A consumer wants to install a Snowflake Native App. They have already identified the app in the Snowflake Marketplace. After attempting to install the application, they receive an error stating 'Insufficient privileges to install application'. Which of the following steps are MOST likely required to resolve this issue? (Select Two)

A) The consumer's account administrator needs to grant the 'CREATE APPLICATION' privilege to the role used by the consumer attempting to install the application.
B) The consumer's account administrator needs to grant the 'APPLY APPLICATION' privilege to the role used by the consumer attempting to install the application.
C) The application provider needs to explicitly share the application package with the specific role the consumer is using for installation.
D) The consumer needs to have the 'CREATE APPLICATION PACKAGE privilege on the target account.
E) The application provider needs to grant the 'IMPORTED PRIVILEGES to the consumer account.

2. You are developing a complex Snowflake Native Application with multiple Python modules and dependencies. You've carefully crafted your 'environment.yml' file, but during the installation process in a consumer account, you encounter intermittent errors related to package conflicts. These errors are difficult to reproduce consistently. What is the MOST effective strategy, encompassing both design and troubleshooting, to mitigate these dependency resolution issues and ensure a reliable installation experience for your users? Select TWO options.

A) Examine the Snowflake logs ('SYSTEM$GET_PREDECESSORS' and 'SYSTEM$GET_DEPENDENTS') for any other applications installed in the consumer account that might be conflicting with your application's dependencies.
B) Vendor all third-party Python dependencies directly into your application package (i.e., include the package code directly instead of relying on Conda installation). This creates a self-contained application with no external dependencies.
C) Pin all dependencies to specific versions in your 'environment.yml' file, including transitive dependencies, to create a deterministic and reproducible environment.
D) Use a broad range of package versions in your 'environment.ymr file to allow for flexibility during dependency resolution, reducing the likelihood of conflicts.
E) Implement robust error handling in your Python modules to catch potential 'ImportError' exceptions and provide informative error messages to the user, even if the underlying cause is a dependency conflict.

3. Your Snowflake Native Application, 'Advanced Analytics Suite', utilizes dynamically generated SQL queries based on user input. To prevent SQL injection vulnerabilities when publishing this application, which of the following coding practices should you implement?

A) Use parameterized queries (also known as prepared statements) to separate SQL code from user-supplied data, treating user input as data rather than executable code.
B) Sanitize all user inputs using Snowflake's built-in functions like 'regexp_replace' or 'replace' to remove potentially harmful characters or SQL keywords.
C) Limit user input to a predefined set of options through dropdown menus or radio buttons to avoid arbitrary SQL code injection.
D) Enclose all dynamically generated SQL queries within a 'TRY...CATCH' block to catch and handle any potential SQL injection errors.
E) Rely solely on Snowflake's built-in security features and assume they automatically prevent all SQL injection attempts.

4. A Snowflake Native App developer wants to utilize a README.md file within their application package. Which of the following statements accurately describe the supported usage and purpose of the README.md file in this context?

A) The README.md file is a Markdown formatted file and used only for internal documentation by the app developer and is not exposed to consumers through any Snowflake interface.
B) The README.md file can be programmatically accessed within the application logic using a Snowflake-provided API to dynamically generate documentation for the consumer.
C) Snowflake automatically renders the READMmd file as part of the application s user interface within the consumer s account, allowing them to view documentation directly from Snowflake.
D) The README.md file must adhere to a specific Snowflake schema for metadata to be automatically extracted and displayed within the consumer's Snowflake environment post-installation.
E) The README.md file is automatically displayed to consumers within the Snowflake Marketplace listing, providing a detailed overview of the app's functionality and installation instructions.

5. A software vendor is developing a Snowflake Native App that provides data enrichment services. As part of the application lifecycle, they need to automate the process of packaging, deploying, and upgrading their application across multiple Snowflake regions. Which of the following approaches provide the MOST efficient and reliable way to automate the deployment and upgrade process for this Native App? Select TWO options.

A) Integrate with CI/CD pipelines, creating packages and updating versions to control the application's deployment and upgrade process.
B) Manually create application packages for each region and upload them to Snowflake using the web interface.
C) Use Snowflake's CLI (SnowSQL) in conjunction with scripting tools (e.g., Bash, Python) to automate the creation of application packages and deployments.
D) Leverage Snowflake's Native Apps API (if available) to programmatically manage the application package lifecycle.
E) Create a custom deployment tool that directly manipulates Snowflake's metadata tables to register the application package.

Solutions: