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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing a Snowflake Native Application that interacts with sensitive customer dat a. You want to implement robust security scanning before publishing to the Snowflake Marketplace. Which of the following strategies are MOST effective to detect and prevent potential vulnerabilities before submitting your application, considering limitations on marketplace pre-publication scanning capabilities?

A) Only use Snowflake provided templates and example codes as these are already pre-approved from security perspectives
B) Employ a third-party penetration testing service to perform a black-box test of the application after deployment in a staging environment but prior to Marketplace submission.
C) Rely solely on Snowflake's built-in scanning during the Marketplace submission process, as it covers all known vulnerabilities.
D) Manually review all code for potential security flaws and ensure adherence to secure coding practices.
E) Implement a comprehensive CI/CD pipeline that includes static code analysis (SAST) using tools like SonarQube or similar, focusing on SQL injection, cross-site scripting (XSS), and insecure deserialization vulnerabilities. Include unit and integration tests with parameterized inputs. Regularly update dependency versions and scan for known vulnerabilities in third-party libraries included in your application's code (e.g., Python libraries).

2. You are developing a Snowflake Native Application designed to audit user activity within a consumer's Snowflake account. Your application needs to store audit logs persistently and efficiently. You anticipate high write volumes and require the ability to query these logs effectively for compliance purposes. Which of the following strategies is the MOST appropriate for storing and managing audit logs within your native application?

A) Store audit logs in an external stage, leveraging cloud storage. Implement periodic data loading from the stage into a Snowflake table for querying.
B) Write audit logs to a Snowflake queue. Configure a Snowpipe to load the data continuously into a Snowflake table.
C) Store audit logs directly in a Snowflake table, leveraging clustering keys and partitioning for efficient querying and maintenance.
D) Store audit logs as JSON files in a variant column within a Snowflake table.
E) Send audit logs to a third-party logging service via external functions. Maintain a summary table within Snowflake containing aggregated audit data.

3. A data analytics company is developing a Snowflake Native App that allows customers to enrich their existing Snowflake data with external, proprietary datasets. The application requires READ access to customer tables and the ability to store processed results within the application's managed database. Which combination of Snowflake Native App Framework privileges and features is MOST appropriate to achieve this functionality?

A) Use an API Integration to securely access the customer's data and a Stored Procedure to write the enriched data into application's stage.
B) The application's manifest includes REQUESTED PRIVILEGES = [ 'READ ON DATABASE', 'READ ON TABLE' l. Use stored procedures executing with definer's rights to access customer tables through a secure view, and standard INSERT statements to write to the managed database.
C) The application's manifest includes REQUESTED PRIVILEGES = [ 'READ' l. Use stored procedures executing with definer's rights to access customer tables and external functions to write to the managed database.
D) The application package grants OWNERSHIP privilege on customer tables to the application. Use standard INSERT statements within stored procedures to write enriched data into the application's managed database.
E) The application's manifest includes REQUESTED PRIVILEGES = [ 'USAGE ON DATABASE', 'READ ON TABLE' ]. Use stored procedures executing with caller's rights to access customer tables and standard INSERT statements to write to the managed database.

4. 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) Utilize the ' feature to directly link your application to a specific version of the shared library hosted in an external repository.
B) Implement a custom version compatibility check within your application code to gracefully handle potential incompatibilities with newer versions of the shared library.
C) Utilize Snowflake's 'API_INTEGRATION' to create endpoint where you have version control for the shared library.
D) Leverage Snowflake's dependency management system to specify a version range for the shared library in your application's setup script.
E) Package the required version of the shared library directly within your application's code bundle, ensuring it is isolated from any external updates.

5. You are developing a Snowflake Native Application. As part of your application deployment process, you need to programmatically register a new version of your application package and promote it through the stages (e.g., 'dev', 'test', 'prod'). You are using the 'SYSTEM$REGISTER_APPLICATION_PACKAGE_VERSION' function. Which of the following statements accurately describe valid arguments and usage considerations for this function?

A) The 'VERSION' argument is a display name for the version and doesn't impact version ordering or compatibility checks during installation.
B) The 'EXTERNAL ID' must be a globally unique identifier for each version across all Snowflake accounts. If The it's not unique, the registration will fail.
C) The 'SOURCE_PACKAGE must be an application package in the same account as the one where the new version is being registered.
D) The PATCH' argument is required, it should be incremented for minor bug fixes or security updates within the same VERSION.
E) The 'SOURCE_PACKAGE argument is optional, and if omitted, the function will automatically generate a new application package based on the current

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