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| Section | Weight | Objectives |
|---|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Account security and access management
- 2. Data sharing and protection mechanisms
- 3. Cloud-based computing and storage concepts
|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
| 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
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q296-Q301):
NEW QUESTION # 296
You are developing a Snowflake Native App that needs to persist state information between different invocations. The app requires tracking of user preferences, processing progress, and other runtime dat a. Which of the following options are viable and secure methods for persisting this type of state information within the context of a Snowflake Native App?
- A. Using internal stages and secured views in consumer account to persist state information.
- B. Using secure external stages managed by the application provider to store the consumer-specific state information.
- C. Storing state information within the application package itself by updating the package version with each state change.
- D. Using the application provider's own Snowflake account to store state information associated with each consumer.
- E. Using temporary tables within the consumer's account to store state information. The tables are dropped when the app is uninstalled.
Answer: A,D
Explanation:
Persisting state information requires careful consideration of security, scalability, and isolation. Using the application provider's own Snowflake account is a viable approach if designed carefully, but requires robust security measures to isolate consumer data. Internal stages and secure views offer a more secure and controlled way to persist state within the consumer's account. Temporary tables are ephemeral and unsuitable for long-term state persistence. Storing state within the application package is impractical and would lead to versioning issues. External stages managed by the provider introduce complexity and potential security risks.
NEW QUESTION # 297
A data science team is developing a Snowflake Native Application that provides predictive analytics for financial institutions. The application requires access to usage data from consumer accounts, but only aggregated and anonymized data should be exposed. As the application provider, you need to grant the necessary privileges while adhering to the principle of least privilege. Which combination of global privileges and application logic will achieve this?
- A. Grant the IMPORTED PRIVILEGES global privilege on the account and rely on data sharing agreements to control access to the aggregated and anonymized data.
- B. Grant the READ global privilege on the account metadata and use Snowflake's masking policies within the application to anonymize sensitive data.
- C. Create a custom role with the MONITOR USAGE global privilege, grant this role to the application, and use secure views within the application to expose only the aggregated and anonymized data.
- D. Grant the USAGE global privilege on the account and implement stored procedures within the application that perform the aggregation and anonymizatiom
- E. Grant the ACCOUNTADMIN role to the application and rely on the application code to filter and anonymize the data.
Answer: C
Explanation:
Granting the MONITOR USAGE global privilege to a custom role and then granting that role to the application is the most appropriate approach. This adheres to the principle of least privilege by only granting the necessary privilege. Secure views provide an additional layer of security and data governance by controlling exactly what data is exposed to the application, ensuring that only aggregated and anonymized data is accessible. Options A, B, D, and E either grant excessive privileges or rely on application code for security, which is less secure than using Snowflake's built-in features.
NEW QUESTION # 298
A Snowflake Native App provider is experiencing intermittent failures during consumer installation attempts. The logs on the provider side show generic error messages with limited details. You suspect the issue lies within the Java UDFs used by the application. Which combination of actions would MOST effectively help you diagnose the root cause, assuming you have access to both the provider and consumer environments?
- A. Disable all Java UDFs within the application and re-attempt the installation on the consumer side. If the installation succeeds, re-enable the UDFs one at a time to isolate the faulty UDE Do not examine any logs.
- B. Implement structured logging within the Java UDFs using SLF4J or java.util.logging, including detailed context (e.g., input parameters, intermediate variable values). Configure Snowflake to capture UDF logs and analyze them using SQL. Enable tracing using Snowflake's Event Tables and correlate UDF execution with other system events.
- C. Attempt to reproduce the error in a local Java development environment using mock data. If successful, use a debugger to step through the code. Do not configure any logging within Snowflake itself.
- D. Rely solely on Snowflake's default logging capabilities. Increase the logging level to DEBUG for the entire Snowflake account. Contact Snowflake support immediately for assistance with debugging the Java UDFs.
- E. Implement try-catch blocks within the Java UDFs to catch exceptions and log them to a dedicated Snowflake table. Use Snowflake's error functions (e.g., ERRORCODE(Y , 'ERRORMESSAGE(Y) to capture relevant information about the exceptions.
Answer: B,E
Explanation:
Options A and E provide the most effective means of diagnosing the problem. Option A emphasizes structured logging and tracing within Snowflake, allowing for detailed analysis of UDF execution within the Snowflake environment, including correlation with other events. Option E allows you to catch and log exceptions within Snowflake using Snowflake functions for more specific error information. Option B is insufficient as Snowflake's default logging may not provide the necessary granularity. Option C is useful for debugging, but doesn't address issues specific to the Snowflake environment. Option D is a brute-force approach that doesn't provide information about the root cause.
NEW QUESTION # 299
You are developing a Snowflake Native App that needs to access a secured external API to enrich customer dat a. The API requires an OAuth 2.0 token stored securely. Which of the following approaches would you use within the application manifest and Snowflake objects to securely store and access this token, minimizing exposure and adhering to best practices?
- A. Use Snowflake's SECRET object type to securely store the OAuth 2.0 token. Reference the SECRET object within the application using PARAMETERS in the manifest and utilize function in application code to retrieve it at runtime.
- B. Hardcode the OAuth 2.0 token within the application's stored procedures. This ensures the token is readily available.
- C. Store the OAuth 2.0 token as a masked comment within the application's SQL code. This will provide sufficient obfuscation.
- D. Store the OAuth 2.0 token as a cleartext secret in a Snowflake stage and access it using external functions.

- E. Store the OAuth 2.0 token directly in the application's manifest file as a PARAMETER. This simplifies access within the application code.
Answer: A
Explanation:
Storing secrets like OAuth tokens directly in the manifest or hardcoding them is a significant security risk. Using Snowflake SECRET objects is the recommended approach for securely managing sensitive information. The 'SYSTEM$GET SECRET function provides a secure way to retrieve the secret at runtime without exposing it in the code or manifest. Snowflake stages shouldn't be used to store secrets in clear text.
NEW QUESTION # 300
A consumer wants to install a Snowflake Native App. They have already identified the app in the Snowflake Marketplace. After attempting to install the application, they receive an error stating 'Insufficient privileges to install application'. Which of the following steps are MOST likely required to resolve this issue? (Select Two)
- A. The application provider needs to grant the 'IMPORTED PRIVILEGES to the consumer account.
- B. The application provider needs to explicitly share the application package with the specific role the consumer is using for installation.
- C. The consumer's account administrator needs to grant the 'CREATE APPLICATION' privilege to the role used by the consumer attempting to install the application.
- D. The consumer needs to have the 'CREATE APPLICATION PACKAGE privilege on the target account.
- E. The consumer's account administrator needs to grant the 'APPLY APPLICATION' privilege to the role used by the consumer attempting to install the application.
Answer: C,E
Explanation:
The 'APPLY APPLICATIONS privilege is required to install an application from the Snowflake Marketplace. The 'CREATE APPLICATION' privilege is needed to create the application object in the consumer account during installation. Option B is incorrect because 'IMPORTED PRIVILEGES is used by the provider to grant access. Option C is wrong because 'CREATE APPLICATION PACKAGE is for providers. Option E is incorrect; applications are shared via the marketplace.
NEW QUESTION # 301
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