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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Snowflake Native Applications Deployment	25%	- Build, version, and release native applications 1. Use data sharing for app interoperability 2. Use Snowflake's marketplace
Topic 2: Snowflake Native Applications Installation and Testing	20%	- Install and test native applications 1. Validate application functionality and performance
Topic 3: Snowflake Native Applications Design and Creation	35%	- Create and manage billing events and cost monitoring techniques 1. Formulate Snowflake native application workflows and procedures - Apply Snowflake best practices while building native application workloads 1. Design scalable applications 2. Build, distribute, and monetize apps in Snowflake
Topic 4: Snowflake Native App Framework Overview	20%	- Understand Snowflake architecture, features, tools, and best practices 1. Data sharing and protection mechanisms 2. Cloud-based computing and storage concepts 3. Account security and access management

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q68-Q73):

NEW QUESTION # 68
A data analytics company, 'Data Insights Pro', is developing a Snowflake Native App that visualizes customer behavior dat a. The app needs to read data from a secure customer table provided by the consumer and write aggregate reports back to a separate consumer- owned table for compliance. The customer table contains sensitive PII. Which of the following combinations of application privileges and app capabilities are NECESSARY and SUFFICIENT to achieve this securely, ensuring minimal access is granted?

A. APPLICATION role WITH INSERT privilege on the REPORT TABLE, APPLICATION role WITH SELECT privilege on the CUSTOMER TABLE through a SECURE VIEW, and no additional capabilities.
B. APPLICATION role WITH OWNERSHIP on the REPORT_TABLE, APPLICATION role WITH SELECT privilege on the CUSTOMER_TABLE through a SECURE VIEW, and the 'network access' capability.
C. APPLICATION role WITH OWNERSHIP on the REPORT TABLE, APPLICATION role WITH SELECT privilege on the CUSTOMER TABLE, and the 'external network access' capability.
D. APPLICATION role WITH INSERT privilege on the REPORT_TABLE, APPLICATION role WITH SELECT privilege on the CUSTOMER_TABLE through a SECURE VIEW, and the 'external network access' capability.
E. APPLICATION role WITH INSERT privilege on the REPORT TABLE, APPLICATION role WITH SELECT privilege on the CUSTOMER TABLE, and the 'network access' capability.

Answer: A

Explanation:
The app needs to write to REPORT_TABLE (requires INSERT, not OWNERSHIP as ownership implies broader privileges than required), read from CUSTOMER TABLE (requires SELECT, and using a secure view is the best practice to minimize PII exposure), and does not require network access since everything happens within Snowflake's environment. No external network access is required as no data is transmitted externally.

NEW QUESTION # 69
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. Rely solely on Snowflake's built-in scanning during the Marketplace submission process, as it covers all known vulnerabilities.
B. Manually review all code for potential security flaws and ensure adherence to secure coding practices.
C. 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.
D. Only use Snowflake provided templates and example codes as these are already pre-approved from security perspectives
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).

Answer: C,E

Explanation:
Option B and D provides a good answer as Snowflake's Marketplace scanning is limited, a multi-layered approach is crucial. SAST and dependency scanning within a CI/CD pipeline (B) allows for early detection of many common vulnerabilities. Penetration testing (D) provides an external, real-world assessment of the application's security posture. Relying solely on Snowflake's scanning (A) is insufficient. Manual code review (C), while helpful, is prone to human error. Only using Snowflake provided templates is very restrictive and not a solution.

NEW QUESTION # 70
You are developing a Streamlit application within a Snowflake Native Application that needs to access a secured view named 'sensitive_data' in the application's container. This view exposes aggregated and anonymized dat a. What minimum set of privileges must be granted to the 'app_public' application role to allow users to query this view from the Streamlit application?

A. GRANT USAGE ON SCHEMA application TO APPLICATION ROLE app_public; GRANT ALL PRIVILEGES ON VIEW application.sensitive_data TO APPLICATION ROLE app_public;
B. GRANT USAGE ON DATABASE TO APPLICATION ROLE app_public; GRANT SELECT ON VIEW .application.sensitive_data TO APPLICATION ROLE app_public;
C. GRANT USAGE ON SCHEMA application TO APPLICATION ROLE app_public; GRANT SELECT ON VIEW .application.sensitive_data TO APPLICATION ROLE app_public;
D. GRANT SELECT ON VIEW .application.sensitive_data TO APPLICATION ROLE app_public;
E. GRANT USAGE ON DATABASE .application TO APPLICATION ROLE app_public; GRANT SELECT ON VIEW .application.sensitive_data TO APPLICATION ROLE app_public;

Answer: C

Explanation:
The correct answer is B. To access a view, you need 'SELECT privilege on the view itself and USAGE privilege on the schema containing the view. 'APPLICATION' schema is the automatically generated schema, and should be used. Option A is incorrect because the USAGE privilege should be granted on the schema, not the database. Option C is incorrect because the USAGE privilege is needed on the schema, not just the database. Option D is incorrect because granting ALL PRIVILEGES is generally not a best practice for security and not needed. Option E is incorrect because you must grant usage on the Schema.

NEW QUESTION # 71
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 uses unqualified object names (e.g., TABLEI instead of MY DATABASE.MY SCHEMA.TABLEI). Fully qualify all object names in the setup script.
C. 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.
D. The setup script attempts to create objects that already exist. Implement IF NOT EXISTS clauses in your CREATE statements to prevent errors.
E. All of the above.

Answer: E

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 # 72
You are developing a Snowflake Native Application that performs complex data transformations. You need to monitor the application's performance, identify bottlenecks, and track resource consumption. Which of the following approaches would effectively establish observability and telemetry for your application, ensuring you can gather granular insights into its operations?

A. Leverage Snowflake's event tables and Streamlit to visualize the performance and consumption of resources used by the application.
B. Utilize Snowflake's Information Schema views (e.g., 'QUERY_HISTORY', to track query performance and resource usage. Correlate this data with application-specific events using custom logging.
C. Implement custom logging within your application code, writing log messages to a temporary stage. Periodically download and analyze these log files using external tools.
D. Integrate with a third-party monitoring service (e.g., Datadog, New Relic) by sending application metrics and logs via HTTP endpoints. Configure alerts and dashboards in the monitoring service.
E. Log all application events directly to Snowflake tables using stored procedures. Analyze these tables periodically using SQL queries to identify trends and anomalies.

Answer: A,B,D

Explanation:
Options B, C, and E are the most effective. Option B provides real-time monitoring and alerting. Option C leverages Snowflake's built-in monitoring capabilities, providing valuable insights into query performance and resource usage. Option E is leveraging the new functionality of Streamlit integration, offering the visualization on the go. Option A requires managing the logging tables. Option D is cumbersome due to the external data process and the need to download the logs.

NEW QUESTION # 73
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