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| Section | Weight | Objectives |
|---|---|---|
| Application Deployment & Distribution | 25% | - Publishing to Snowflake Marketplace - Listing types and monetization - Versioning and release management - Upgrades and lifecycle management |
| Advanced Features & Management | 20% | - Event logging and telemetry - Integration with Snowpark and external services - Billing events and cost monitoring - Governance and compliance |
| Application Installation & Testing | 20% | - Testing strategies and validation - Provider and consumer workflows - Debugging and troubleshooting - Installation procedures and dependencies |
| Application Design & Creation | 35% | - Manifest files and configuration - Native App Framework architecture - Setup scripts and application logic - Security and access control - Application packages and objects |
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NEW QUESTION # 145
You're developing a Snowflake Native Application that performs complex data transformations within the consumer's account. These transformations require substantial compute resources. You want to optimize resource utilization and minimize cost for your consumers.
Which strategies can you employ to achieve this goal? (Select TWO)
Answer: A,B
Explanation:
Snowflake's auto-suspend and auto-resume features (C) automatically suspend the virtual warehouse when it's idle and resume it when needed, minimizing compute costs. Data skipping techniques (D), such as clustering tables, reduce the amount of data scanned, which directly impacts compute cost. Option A is incorrect because forcing consumers to use the largest warehouse is not cost- effective. Option B is not a standard feature and might not be efficient. Option E is incorrect as transactions ensure data integrity, which is usually a paramount requirement.
NEW QUESTION # 146
An application developer is creating a Snowflake Native App that uses a user-defined function (UDF) 'MY UDF' in 'APP SCHEMA' The UDF reads data from a table 'APP TABLE' which is also in "APP SCHEMA'. The application role is 'APP ROLE'. Which of the following 'GRANT' statements are necessary for the application to function correctly within the provider account , assuming the UDF is defined with 'VOLATILE' behavior and is using the caller's rights (i.e., 'EXECUTE AS CALLER)?
Answer: D
Explanation:
The SAPP ROLE' needs 'USAGE' on the database and schema, 'EXECUTE' on the UDF, and 'SELECT on the table the UDF reads from because the UDF executes as the caller and the application needs those permissions within the provider account. 'OWNERSHIP' and 'ALL PRIVILEGES are not necessary, and generally bad practice for least-privilege security.
NEW QUESTION # 147
You are designing a Snowflake Native App that includes a managed task. This managed task updates several tables in a secured schema within the consumer account. To comply with strict security requirements, you need to minimize the privileges granted to the application role while ensuring the managed task executes successfully. Which combination of privileges is absolutely necessary for the application role to successfully execute the managed task and update the tables in the secured schema, assuming the application role already has USAGE on the database and schema?
Answer: D
Explanation:
Option D represents the minimum necessary privileges. 'EXECUTE MANAGED TASK' allows the application to run the managed task. 'SELECT , 'INSERT, 'UPDATE', and 'DELETE are required to perform data manipulation operations on the tables. 'MODIFY on the schema allows the application to modify objects within the schema, which is required for updating tables. OWNERSHIP grants excessive privileges and is not required for simply updating data. MODIFY on the schema alone is insufficient without the data manipulation privileges on the table.
NEW QUESTION # 148
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?
Answer: B,D
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 # 149
You've built a Snowflake Native Application and are ready to test it in test mode. The application utilizes both internal stages and external stages for data storage. Which of the following statements accurately describe the behavior of stages and data access during test mode installations from the provider's perspective?
Answer: A,C
Explanation:
Option A is correct because internal stages are accessible in test mode, allowing providers to pre-populate data for testing. Option C is correct because external stages can be configured for access with proper permissions. Option B is incorrect, as external stages can be accessed. Option D is incorrect because test mode data doesn't persist to consumer's account automatically. Option E is partially incorrect; the Provider must configure the external stages.
NEW QUESTION # 150
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