Test Snowflake NAS-C01 Pdf, Exam NAS-C01 Prep

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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Deployment and Marketplace Publishing	25%	- Distribution and lifecycle management 1. Version upgrades and release management 2. Marketplace listings and publishing
Topic 2: Native Application Design and Creation	35%	- Application development workflow 1. Building and versioning applications 2. Application roles and privileges
Topic 3: Snowflake Native App Framework Overview	20%	- Native application concepts and architecture 1. Application packages and structure 2. Manifest files and setup scripts
Topic 4: Installation, Testing and Troubleshooting	20%	- Validation and debugging 1. Tracing and troubleshooting workflows 2. Logging and event tables

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q327-Q332):

NEW QUESTION # 327
You are designing a Snowflake Native Application that processes customer dat a. To comply with data residency requirements, you need to ensure that the application logic runs within the customer's Snowflake account, but the application code is owned and managed by your organization. Which of the following approaches BEST achieves this requirement while providing version control and updates?

A. Use Snowflake's Data Sharing feature to directly share the database and schema containing the application logic with customers. Grant them ownership of these objects.
B. Develop the application using Snowflake's Snowpark API and package the compiled code within the application package. The setup script will execute the Snowpark code within the customer's Snowflake account.
C. Create a Docker container containing the application logic and deploy it as a Snowflake External Function. Share the container image with customers and instruct them to deploy it in their environment.
D. Embedd the raw application code directly into the SETUP script so that it gets re-deployed on every run.
E. Build the application logic as a set of stored procedures and UDFs within the application package. Provide a setup script that creates these objects in the customer's account during installation.

Answer: B,E

Explanation:
Options A and C are correct. Creating stored procedures and UDFs within the application package, along with a setup script, allows you to deploy the application logic to the customer's account while retaining ownership of the application package. Option C allows you to use Snowpark to write complex logic that can execute within the secure Snowflake environment. Option B is not ideal because it involves managing Docker containers outside of Snowflake. Option D violates the requirement to retain ownership of the application logic and potentially exposes sensitive data, and it also doesn't lend itself to easy version control for application code. Option E is incorrect, because the raw application code can get exposed during the process.

NEW QUESTION # 328
A Native Application provider is developing an application that relies on data residing in a shared database, 'EXTERNAL DATA'. They want to ensure that their application role 'app_role' only has access to specific tables and views within 'EXTERNAL DATA', and they also want to minimize the need for future privilege grants as new tables are added to 'EXTERNAL DATA. Which combination of SQL statements below achieves these goals with the principle of least privilege in mind? Assume all tables are in the PUBLIC schema.

Answer: C

Explanation:
The correct answer is C. First, IMPORTED PRIVILEGES is required so that the Native App can see the database. Next, GRANT SELECT ON FUTURE TABLES IN SCHEMA EXTERNAL DATA.PUBLIC limits the scope of future grants only to the PUBLIC schema. The other options do not provide future grants scoped to the Public schema, or they grant ALL access. Options B and D require that the database USAGE privilege be explicitly granted in addition to IMPORTED PRIVILEGES, which are granted automatically when a database is shared. Option E is incorrect because 'ALL TABLES does not cover tables that will be created in the future.

NEW QUESTION # 329
A data engineer needs to upload a large (10 GB) data file to an internal stage within a Snowflake Native App package using Snowsight. Which of the following methods is the MOST efficient and recommended approach, considering factors like network stability and potential interruptions?

A. Using a third-party file transfer tool (e.g., rsync) to upload the file to an external stage and then copying it to the internal stage using Snowflake SQL commands.
B. Compress the file before uploading using Snowsight, this reduces size and ensures faster upload.
C. Using the Snowflake CLI (SnowSQL) with the 'PUT command, enabling automatic retries and parallel uploads.
D. Using the Snowsight web interface directly to upload the file in a single operation.
E. Breaking the file into smaller chunks (e.g., 100 MB each) and uploading them sequentially using Snowsight.

Answer: C

Explanation:
The Snowflake CLI (SnowSQL) with the 'PUT command is the most efficient and recommended way to upload large files to Snowflake. It supports automatic retries, parallel uploads (which can significantly improve performance), and compression. Snowsight's web interface is not designed for large file uploads and is more prone to errors. While chunking is a valid approach, SnowSQL handles this automatically.

NEW QUESTION # 330
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. Leverage Snowflake's dependency management system to specify a version range for the shared library in your application's setup script.
B. Package the required version of the shared library directly within your application's code bundle, ensuring it is isolated from any external updates.
C. Utilize Snowflake's 'API_INTEGRATION' to create endpoint where you have version control for the shared library.
D. Implement a custom version compatibility check within your application code to gracefully handle potential incompatibilities with newer versions of the shared library.
E. Utilize the ' feature to directly link your application to a specific version of the shared library hosted in an external repository.

Answer: B

Explanation:
Packaging the required version of the shared library directly within your application's code bundle (B) provides the most reliable version isolation. This ensures that your application always uses the version it was designed for, regardless of any external updates. While options A, C, D, and E are valid approaches in other contexts, they do not provide the same level of isolation within the Snowflake Native App Framework. Snowflake Native Apps do not utilize for this purpose, nor do they have a specific dependency management system like option C. Version checking (D) is a good practice but doesn't prevent the application from being affected by the newer version. Using SAPI INTEGRATION' would not provide version control.

NEW QUESTION # 331
You are preparing to publish a Snowflake Native Application on the Snowflake Marketplace. You have successfully built and tested the application in your development account. Which of the following steps are CRITICAL for preparing the application listing metadata and ensuring a smooth onboarding experience for consumers?

A. Define a clear pricing model (e.g., free, per-use, subscription) and accurately estimate the resource consumption (Snowflake credits) required for typical application usage. Include a free trial period if possible.
B. Ensure all necessary data governance and security measures are in place, including compliance with relevant regulations (e.g., GDPR, CCPA). Clearly document these measures in the application listing.
C. Thoroughly test the application installation and upgrade process in a separate Snowflake account (ideally one that mimics a typical consumer environment) to identify and resolve any potential issues.
D. The listing should include a well-defined support strategy, outlining how you will handle customer inquiries, bug reports, and feature requests. Provide contact information and estimated response times.
E. Provide a comprehensive and user-friendly application description that clearly outlines the application's functionality, benefits, and intended use cases. Include screenshots and/or videos demonstrating the application in action.

Answer: A,B,C,D,E

Explanation:
All of the listed steps are crucial for preparing a Snowflake Native Application for the Marketplace. A detailed description (A) attracts users and sets expectations. A clear pricing model (B) is essential for monetization. Thorough testing (C) ensures a smooth user experience. Data governance and security (D) build trust and are often legally required. A support strategy (E) demonstrates commitment and helps retain users. Neglecting any of these aspects can negatively impact the application's success on the Marketplace.

NEW QUESTION # 332
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