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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Application Installation & Testing | 20% | - Debugging and troubleshooting - Testing strategies and validation - Provider and consumer workflows - Installation procedures and dependencies |
| Topic 2: Application Design & Creation | 35% | - Security and access control - Native App Framework architecture - Application packages and objects - Setup scripts and application logic - Manifest files and configuration |
| Topic 3: Application Deployment & Distribution | 25% | - Publishing to Snowflake Marketplace - Upgrades and lifecycle management - Versioning and release management - Listing types and monetization |
| Topic 4: Advanced Features & Management | 20% | - Integration with Snowpark and external services - Billing events and cost monitoring - Governance and compliance - Event logging and telemetry |
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NEW QUESTION # 303
A software company, 'Datalnsights', is developing a Snowflake Native Application that requires restricted access to a source data table in the consumer's account. Datalnsights wants to ensure that only the application can access the data, and the consumer cannot directly query it. What is the MOST secure and recommended approach Datalnsights should use within their application package to grant access?
Answer: B
Explanation:
Using a secure UDF is the recommended approach. By encapsulating the data access within a secure UDF, you can control precisely how data is accessed and potentially mask sensitive information. Options A, B and E grants direct access which contradicts the requirement for data restriction. While a secure view (C) adds a layer of indirection, a UDF provides greater flexibility and control over the data access logic and potential redaction.
NEW QUESTION # 304
A data provider wants to distribute a Snowflake Native Application that includes a secure view 'PROVIDER DB.PUBLIC.SALES SUMMARY' which aggregates sales dat a. They want to allow consumers of the application to query this view, but prevent them from accessing the underlying base tables. Which minimum set of privileges must be granted on the 'SALES SUMMARY view to enable this, assuming the application role is 'APP ROLE and the installing account doesn't want to use 'imported privileges' ?
Answer: B
Explanation:
The consumer needs 'USAGE' privilege on the database and schema containing the view to access it. The 'SELECT' privilege on the view itself is required to query it. 'GRANT ALL PRIVILEGES' is excessive. 'GRANT ... TO SHARE is not a valid syntax. REFERENCES is for foreign keys.
NEW QUESTION # 305
Your Snowflake Native Application needs to integrate with an external Python library (e.g., 'requests' ) to fetch data from a third-party API. You have packaged the library using Anacond a. How do you correctly reference and use this external library within a Python UDF in your application?

Answer: A
Explanation:
Snowflake uses Anaconda for managing Python dependencies in UDFs. The correct way to specify external libraries is through the packages parameter in the '@sproc' decorator or when creating a UDF using 'CREATE FUNCTION'. Directly importing without specifying the package or managing it manually (C, D, E) will lead to A is wrong since the library has to be explicitly declared as a dependency.
NEW QUESTION # 306
You are building a Snowflake Native Application that offers a data enrichment service. You want to automate the fulfillment of new customer trials. When a customer installs your application from the Marketplace, you want to automatically provision them with a limited dataset and compute resources for a 30-day trial period. Which of the following Snowflake features and implementation steps are essential for achieving this auto-fulfillment strategy? (Choose two)
Answer: A,C
Explanation:
Event Tables is the correct method for automatically trigger a stored procedure within the Native App to provision the trial environment. Resource Monitors is correct because Resource monitors in Snowflake allow you to control credit usage. Once the number of credits a Snowflake virtual warehouse (or the entire account) uses reaches a defined threshold, triggers can either send notifications or suspend the warehouse.
NEW QUESTION # 307
You are developing a Snowflake Native Application intended for the Snowflake Marketplace. Before listing your application, you want to ensure it adheres to Snowflake's best practices for security, performance, and usability. Which of the following steps should you take to validate your application prior to submission? (Choose three)
Answer: B,D,E
Explanation:
Manual code review for SQL injection and performance (A) is crucial, as no automated tool currently perfectly covers all scenarios. Thorough testing (C) is essential to ensure scalability. Simulating user interactions in a separate account (D) helps validate usability and functionality. Third-party audits (E) are good practice but not explicitly required for initial Marketplace submission. Code scanning tools mentioned in (B) are a hypothetical scenario, which are not currently readily available on Snowflake marketplace at the time this response was constructed.
NEW QUESTION # 308
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