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Snowflake NAS-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q192-Q197):

NEW QUESTION # 192
You're developing a Snowflake Native App with a Streamlit I-Jl. The app needs to read configuration data from a file named within your application package. The file contains sensitive information, and you want to ensure it's only accessible by your application's code and not directly readable by the consumer. What steps would you take to accomplish this?

A. Store 'config.json' in a table within your application's schema and grant the 'SELECT' privilege on the table to the consumer's role.
B. Store 'config.json' within the Streamlit code, and then encode and decode it to the original string when the user invokes the Streamlit application.
C. Store 'configjson' outside the application package and read it directly from an external stage at runtime.
D. Store 'config.json' in an internal stage and grant the 'READ' privilege on the stage to the consumer's role.
E. Store 'config.json' within the application package and read it using Python code within a stored procedure. Grant appropriate privileges on the stored procedure, but not on the 'config.json' file or the internal stage.

Answer: E

Explanation:
The best approach is to store the 'config.json' file within the application package and access it using Python code within a stored procedure. By granting privileges only on the stored procedure and not on the 'config.json' file itself or the internal stage, you ensure that the consumer cannot directly read the configuration data. Option A exposes it directly to the consumer. Option C would need to be encrypted, which adds complexity. Option D means the configuration is outside your application package. Option E is simply obfuscation and not encryption and hence should be avoided.

NEW QUESTION # 193
You're developing a Snowflake Native Application that performs complex data transformations within the consumer's account. These transformations require substantial compute resources. You want to optimize resource utilization and minimize cost for your consumers.
Which strategies can you employ to achieve this goal? (Select TWO)

A. Implement data skipping techniques to minimize the amount of data scanned during transformations. This involves clustering tables appropriately.
B. Do not use transactions for data transformation pipelines as transactions introduce overhead.
C. Utilize Snowflake's auto-suspend and auto-resume features for virtual warehouses to minimize compute costs when the application is idle.
D. Force consumers to use the largest possible virtual warehouse size to ensure transformations complete quickly.
E. Implement dynamic scaling by programmatically adjusting the virtual warehouse size based on the workload using stored procedures and the function to cancel long running and inefficient tasks.

Answer: A,C

Explanation:
Snowflake's auto-suspend and auto-resume features (C) automatically suspend the virtual warehouse when it's idle and resume it when needed, minimizing compute costs. Data skipping techniques (D), such as clustering tables, reduce the amount of data scanned, which directly impacts compute cost. Option A is incorrect because forcing consumers to use the largest warehouse is not cost- effective. Option B is not a standard feature and might not be efficient. Option E is incorrect as transactions ensure data integrity, which is usually a paramount requirement.

NEW QUESTION # 194
You are designing a Snowflake Native Application that performs sentiment analysis on customer reviews. The application needs to store intermediate results and provide aggregated sentiment scores to the consumer. You are considering using either temporary tables or regular tables within your application package. Which of the following considerations are most important when deciding between these two options?

A. Regular tables are persisted across sessions and can be queried by the consumer after the application has completed its processing. This allows the consumer to analyze the intermediate results and gain further insights.
B. Temporary tables are automatically dropped at the end of each session, ensuring that no sensitive data is persisted longer than necessary. This is crucial for maintaining data privacy and compliance.
C. Regular tables require specifying a data retention period, which adds complexity to the application's setup script and can potentially lead to data loss if not configured correctly.
D. Temporary tables are visible to all roles within the application package, simplifying data access and management for different components of the application.
E. The data retention period for regular tables can be used to implement data versioning and auditing within the application package.

Answer: A,B,E

Explanation:
Options A, C, and E are correct. Temporary tables ensure data privacy by being session-bound. Regular tables allow consumers access to results and enable data versioning. Option B is incorrect because temporary tables are only available to the session that created them. Option D is partially correct, but the benefit of data versioning outweigh the cost of implementing retention period.

NEW QUESTION # 195
You are developing a Snowflake Native Application package and want to publish it. You have created the necessary setup script, version, and patch. However, you encounter an error during the 'ALTER APPLICATION PACKAGE' command. The error message indicates an issue with the setup script. Identify the most probable cause of this error and the solution.

A. The setup script lacks necessary privileges on the objects it attempts to create or modify. Grant appropriate privileges to the application package owner role.
B. The setup script contains syntax errors. Run the setup script manually in a Snowflake worksheet to identify and correct the errors before creating the application package version.
C. All of the above.
D. The setup script uses unqualified object names (e.g., TABLEI instead of MY DATABASE.MY SCHEMA.TABLEI). Fully qualify all object names in the setup script.
E. The setup script attempts to create objects that already exist. Implement IF NOT EXISTS clauses in your CREATE statements to prevent errors.

Answer: C

Explanation:
All the listed options are potential causes of errors in the setup script. Syntax errors, insufficient privileges, unqualified object names, and attempts to create existing objects are all common issues that can prevent the successful creation of an application package version. Therefore, addressing all potential issues listed provides the most comprehensive approach to resolving the error.

NEW QUESTION # 196
You are creating a Snowflake Native Application that uses Snowpark Container Services. The application needs to process large datasets and requires a Compute Pool with specific GPU resources. You use the following SQL command to create a compute pool:

After creating the compute pool, you notice that your Snowpark Container Service is unable to start. Upon inspecting the 'SYSTEM$GET CP POLICY' for the allowed instance families list does not contain 'GPU NV M'. What is the MOST likely reason for this and how do you rectify it?

A. You need to explicitly grant the 'USAGE privilege on the instance family to the application role used by the container service using "GRANT USAGE ON INSTANCE FAMILY GPU NV M TO ROLE
B. The account does not have access to GPU-based instance families. Contact Snowflake support to enable GPU instance families for your account.
C. The COMPUTE POOL needs to be explicitly associated to the application package by running ALTER APPLICATION PACKAGE ADD COMPUTE POOL my_compute_poor.
D. The specified instance family is invalid or not supported in your region. Use 'SYSTEM$GET_CP POLICY to verify the available instance families and choose a supported one.
E. GPU instance types are automatically enabled as part of SPCS and there is no account restriction.

Answer: B

Explanation:
GPU instance families are not automatically enabled for all accounts. Access must be explicitly granted. Without the necessary account permissions, the compute pool creation might succeed, but the container service will fail to start. The account admin needs to contact Snowflake to enable it.

NEW QUESTION # 197
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