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Snowflake NAS-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q88-Q93):

NEW QUESTION # 88
You are developing a Snowflake Native Application that processes sensitive dat a. During the application lifecycle management, including version updates, what steps should you take to ensure the data security and privacy of the consumers' data, especially considering that your development team might need access to a subset of the data for testing?

A. Use Snowflake's data classification features to identify sensitive data and implement row-level security to restrict access to the development team.
B. Grant the development team direct access to the consumer's data warehouse to facilitate testing. Ensure proper auditing is enabled.
C. Create a separate Snowflake account for testing and populate it with synthetic data that mimics the structure and characteristics of the consumer's data.
D. Implement data masking and anonymization techniques to create a sanitized test dataset derived from the consumer's data. Provide the development team with access only to the masked data, via data sharing from the producer to consumer account.
E. Utilize Snowflake's external functions to process the data in a secure enclave outside of Snowflake, minimizing the risk of data exposure. Ensure external functions called are encrypted.

Answer: C,D

Explanation:
The best answers are (B) and (D). Providing direct access to consumer data (A) is a major security risk. Option (B) utilizes masking/anonymization, crucial for protecting sensitive data. Data is shared from Producer account to Consumer accounts with masking policies applied for developers testing/access. Option (D) with synthetic data offers a secure testing environment. While data classification (C) and row-level security are useful, they aren't sufficient to protect data during development and testing, as developers could still potentially access sensitive data. External functions (E) could be used in conjunction with options B or D, but aren't a standalone solution.

NEW QUESTION # 89
You are developing a Snowflake Native Application for a data enrichment service and plan to list it on the Snowflake Marketplace. You want to control the costs incurred by consumers of your application while maximizing its accessibility. Which of the following strategies represent Snowflake Marketplace best practices for cost management and pricing?

A. Refrain from providing any cost-related information upfront to encourage broader adoption, deferring cost discussions until after installation and usage.
B. Offer a free trial period with limited functionality to allow potential consumers to evaluate the application before committing to a paid subscription.
C. Implement a tiered pricing model based on data volume processed, compute resources consumed, or number of users accessing the application. Offer a free basic tier with limited functionality.
D. Use Snowflake's built-in resource monitors to proactively track application consumption and alert consumers when they approach predefined spending limits.
E. Provide detailed cost estimation documentation outlining the expected costs for different usage scenarios and data volumes.

Answer: B,C,D,E

Explanation:
Offering a free trial (A) allows users to evaluate. Tiered pricing (B) offers flexibility and accommodates different budgets. Providing cost estimation documentation (C) is transparent and helps users plan. Using resource monitors for alerts (E) enables proactive cost control. Hiding cost information (D) is not a best practice and can lead to negative user experiences and discourage adoption.

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.

A. Grant OWNERSHIP on to the APP_ROLE with the GRANT OPTION, then have the application create the tables. The CONSUMER ROLE will then have implicit access.
B. Include code in the stored procedure that creates the table to immediately grant SELECT privilege to CONSUMER_ROLE.
C. Grant future grants on the schema for 'SELECT privilege to the 'CONSUMER_ROLE when tables are created.
D. Use a task that runs periodically to discover new tables and grant SELECT privilege to CONSUMER_ROLE.
E. Manually create tables outside of the application and grant the privileges.

Answer: C

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
A Native Application is being developed that requires access to the consumer's Snowflake account for billing purposes. The application needs to record the query history of the consumer's account to estimate resource usage. Which is the MOST secure and efficient method for the Native App to access this data, minimizing the permissions granted to the app and considering the governance aspects?

A. Use the 'READ SESSION' privilege to allow the application to read the current session context and infer the resource usage from it.
B. Create a stored procedure within the Native App that executes as the 'OWNER and queries the view. The stored procedure is granted to the Native App's service account with 'EXECUTE privileges.
C. Grant the ' MONITOR USAGE' privilege to the Native App's service account, allowing it to query the view.
D. Grant the ' USAGE privilege on the 'SNOWFLAKE' database to the Native App's service account, allowing it to query all tables and views in that database.
E. Grant the 'ACCOUNTADMIN' role to the Native App's service account. This provides full access to the account's query history.

Answer: B

Explanation:
Granting 'ACCOUNTADMIN' is highly insecure and violates the principle of least privilege. 'MONITOR USAGE is not sufficient to query 'QUERY_HISTORY. 'READ SESSION' provides limited contextual information and wouldn't allow retrieval of full query history. Granting USAGE on the 'SNOWFLAKE database is too broad and exposes more data than necessary. A stored procedure executing as the 'OWNER allows controlled access to the query history while minimizing the permissions granted directly to the application's service account.

NEW QUESTION # 92
You are developing a Snowflake Native App that processes sensitive customer dat a. To comply with regulations, you need to ensure that data remains within the customer's Snowflake account and is not exposed to your provider account. Which of the following architectural approaches are MOST effective for achieving this goal?

A. Utilize external functions with secure data sharing, ensuring all processing logic resides in the consumer's account.
B. Implement data masking policies within the provider account and share only the masked data with the consumer.
C. Leverage external stages to store data outside of Snowflake, and use the app to access the data through the stage connection.
D. Employ data clean room functionality, leveraging agreed-upon procedures and technical controls to prevent inappropriate data disclosure.
E. Use secure UDFs deployed within the consumer's account, allowing the app to process data directly without moving it.

Answer: A,D,E

Explanation:
Options A, C, and E directly address the requirement of keeping data within the customer's account. External functions (with secure data sharing) and secure UDFs allow processing within the consumer's environment. Data clean rooms provide a secure environment for collaboration and data analysis while minimizing data transfer. Option B violates the requirement by processing data in provider account. External stages (D) do not guarantee data residing within consumer's snowflake environment.

NEW QUESTION # 93
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