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| Section | Weight | Objectives |
|---|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Snowflake Native Applications Design and Creation | 35% | - Apply Snowflake best practices while building native application workloads
- 1. Design scalable applications
- 2. Build, distribute, and monetize apps in Snowflake
- Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use Snowflake's marketplace
- 2. Use data sharing for app interoperability
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Cloud-based computing and storage concepts
- 2. Data sharing and protection mechanisms
- 3. Account security and access management
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q344-Q349):
NEW QUESTION # 344
You are responsible for managing the pricing plans for your Snowflake Native Application listed on the Marketplace. You want to offer a 'Premium' tier that includes additional features and resources. To achieve this, you need to modify the listing to include this new pricing option. Which of the following steps are NECESSARY and in the CORRECT order to successfully add the 'Premium' tier to your application's listing, ensuring existing customers are not negatively impacted? (Choose two options in their proper order)
- A. 1. Create a new version of the application package in your provider account with the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the new version of the application and add the 'Premium' pricing tier with appropriate settings.
- B. 1. Update the listing on the Marketplace with the new pricing tier. 2. Ensure backward compatibility for existing customers by implementing logic in the application to detect their current tier and maintain existing functionality.
- C. 1. Update the Marketplace listing by adding the 'Premium' pricing tier with appropriate settings, but without modifying the application package. 2. Inform existing customers that the new pricing tier is available.
- D. 1. Modify the existing application package in place to include the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the modified application and add the 'Premium' pricing tier with appropriate settings.
- E. 1. Test new Pricing in a Sandbox environment with few consumers. 2. Deploy the new version to the consumer accounts.
Answer: A,B
Explanation:
The correct answer is A then E. First, a new version of the application package (A) is created with the code changes to support the 'Premium' features. Then, the Marketplace listing is updated with the new version and the 'Premium' pricing tier. It's also important to ensure backward compatibility for existing customers (E) so their experience is not negatively affected after the update. Option B is incorrect because modifying the existing application package in place can cause issues for existing installations. Option C is incorrect because you must implement the new features. Option D is relevant but it's not what the question is asking for and it is not a comprehensive answer.
NEW QUESTION # 345
You're building a Streamlit application within a Snowflake Native App that uses the Permissions API (hypothetical) to control access to sensitive dat a. Your security team has mandated that any changes to data access privileges must be audited. How can you effectively log all privilege grant and revoke operations performed via the Permissions API within your Streamlit application running inside Snowflake, assuming you are given the hypothetical 'PermissionsClient' and methods as below?
- A. Configure Snowflake's event tables for security to track privilege grants and revokes. Create a Streamlit function that fetches and displays these audit events within the application's admin panel. Push data into separate staging area.
- B. Rely solely on the Permissions API's built-in audit trails, assuming it automatically logs all operations to a system table accessible only by Snowflake administrators.
- C. Implement a custom logging function that captures the API calls and their parameters. Use a try-except block around each API call, logging the details to a separate audit table in Snowflake, and pushing logs to external SIEM tools.
- D. Leverage Snowflake's built-in 'QUERY _ HISTORY' view to track all SQL commands executed by the Streamlit application. Filter for 'GRANT and 'REVOKE statements to identify privilege changes. Replicate to external storage for retention.
- E. Use Snowflake's native logging capabilities in the application's setup script, logging directly to the Snowflake event log. However, these logs may require a system administrator to interpret and extract.
Answer: C
Explanation:
Option A is the most comprehensive approach. It provides the most flexibility and control. By implementing a custom logging function, you can capture the specific details of each API call (including parameters), handle exceptions, and store the audit logs in a dedicated table within Snowflake. This table can then be easily queried, reported on, or integrated with external SIEM (Security Information and Event Management) tools for further analysis and alerting. Option B could be part of the solution, but filtering the QUERY_HISTORY table may not capture all details, especially if using stored procedures. It requires parsing SQL text, which can be brittle. Option C could work for some audit events, but you'd still need to create and manage a process to send these events to an audit log. Option D has limited granularity and security. Relying on Snowflake's native logs provides little control. Option E is incorrect; the hypothetical Permissions API doesn't automatically log actions to a user-accessible system table.
NEW QUESTION # 346
You are developing a Snowflake Native Application that utilizes Snowpark Container Services (SPCS) for its backend processing. The application requires secure access to a specific endpoint hosted within the SPCS environment. You've defined a service in your SPCS compute pool. Which of the following SQL commands is the MOST secure and appropriate way to expose an endpoint for access from within the application's consumer environment, assuming the endpoint requires OAuth authentication?
- A. CREATE SERVICE ENDPOINT my_endpoint FOR SERVICE my_service WITH AUTHENTICATION TYPE = SNOWFLAKE_JWT;
- B. ALTER SERVICE my_service ADD ENDPOINT my_endpoint WITH AUTHENTICATION TYPE = OAUTH;
- C. CREATE SERVICE ENDPOINT my_endpoint FOR SERVICE my_service WITH AUTHENTICATION TYPE = NONE;
- D. CREATE SERVICE ENDPOINT my_endpoint FOR SERVICE my_service WITH AUTHENTICATION TYPE = OAUTH;
- E. BIND SERVICE ENDPOINT my_endpoint FOR SERVICE my_service WITH AUTHENTICATION TYPE = OAUTH TO APPLICATION PACKAGE;
Answer: E
Explanation:
The 'BIND SERVICE ENDPOINT command is used specifically to expose a service endpoint for use within the application package. Importantly, it connects the endpoint to the APPLICATION PACKAGE making it accessible to consumers of the application. 'AUTHENTICATION TYPE = OAUTH' ensures that requests to the endpoint are authenticated using OAuth tokens, providing a secure mechanism for access. Creating an endpoint directly (CREATE SERVICE ENDPOINT) doesn't inherently link it to the application package, making it less controlled from a security perspective within the native app context. 'SNOWFLAKE_JWT while potentially valid, OAuth is generally better suited to external API authentication in this scenario. 'AUTHENTICATION TYPE = NONE is highly insecure and not recommended.
NEW QUESTION # 347
Your company has developed a Snowflake Native Application designed to provide advanced data analytics. They want to distribute this application through the Snowflake Marketplace, but only to a select group of partner organizations before a general public release. Which steps are essential to ensure that only these partners can discover and install the application?
- A. Create a public listing but obfuscate the application name and description so that only partners with prior knowledge can identify the application.
- B. Share the application package directly with the partner organizations using Snowflake Secure Data Sharing, bypassing the Snowflake Marketplace entirely.
- C. List the application as a public listing and implement IP address whitelisting within the application to restrict access to partner organizations' IP ranges. Use context functions to obtain the IP address.
- D. List the application as a public listing on the Snowflake Marketplace and rely on partner organizations to keep the application usage confidential through contractual agreements.
- E. List the application as a private listing on the Snowflake Marketplace and specify the Snowflake account identifiers of the partner organizations allowed to access the listing.
Answer: E
Explanation:
Listing the application as a private listing on the Snowflake Marketplace allows you to explicitly control which Snowflake accounts can discover and install the application. By specifying the account identifiers of the partner organizations, you ensure that only these partners have access, providing a secure and controlled distribution mechanism during the pre-release phase. The other options are either insecure (A, E), bypass the Marketplace intended use (C), or impractical and unreliable (D).
NEW QUESTION # 348
A Snowflake Native App aims to provide data masking as a service. The app needs to access customer data, apply masking policies based on app-managed configuration, and store the masked data either in the customer's account or in the app's managed account based on customer preference. Which of the following steps and considerations are CRUCIAL for designing this application, focusing on security and privilege management? (Select all that apply)
- A. Implement the data masking logic within stored procedures that execute with the CALLERS RIGHTS to leverage the customer's existing masking policies.
- B. Use secure views to access the customer's data, ensuring that the app only sees the data it is authorized to access based on requested READ privileges.
- C. Ensure the application uses the SNOWFLAKE.CORE.INVOKE FUNCTION to call data masking policies with the consumer's data.
- D. Use stored procedures that execute with DEFINER'S RIGHTS and request necessary READ privileges on the customer's database and tables.
- E. Request the OWNERSHIP privilege on the customer's tables to ensure full control over data masking.
Answer: B,D
Explanation:
The correct answers are C and E. Requesting OWNERSHIP (A) is excessive and poses a security risk. Using CALLER'S RIGHTS (B) would mean the app's functionality relies on the installing user's privileges and won't work if they don't have sufficient access. The INVOKE_FUNCTION is not needed. Using DEFINER'S RIGHTS (E) allows the app to execute with its own defined privileges, ensuring consistent behavior regardless of the installing user. Secure views (C) limit the app's access to only the authorized data, enhancing security.
NEW QUESTION # 349
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