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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Native Applications Design and Creation | 35% | - Create and manage billing events and cost monitoring techniques
|
| Topic 2: Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
|
| Topic 3: Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
|
| Topic 4: Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
|
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NEW QUESTION # 42
You are preparing to publish a Snowflake Native Application on the Snowflake Marketplace. You have successfully built and tested the application in your development account. Which of the following steps are CRITICAL for preparing the application listing metadata and ensuring a smooth onboarding experience for consumers?
Answer: A,B,C,D,E
Explanation:
All of the listed steps are crucial for preparing a Snowflake Native Application for the Marketplace. A detailed description (A) attracts users and sets expectations. A clear pricing model (B) is essential for monetization. Thorough testing (C) ensures a smooth user experience. Data governance and security (D) build trust and are often legally required. A support strategy (E) demonstrates commitment and helps retain users. Neglecting any of these aspects can negatively impact the application's success on the Marketplace.
NEW QUESTION # 43
Your Snowflake Native Application provides a data transformation service. A consumer reports slow performance when processing large datasets. Profiling indicates that a specific SQL query within a UDF is the bottleneck. The query aggregates data from a table and uses a custom function to calculate a derived value. Assume the UDF runs with invoker rights. Which of the following strategies, used in combination, would MOST effectively improve the query's performance while adhering to security best practices for native applications and least privileges?
Answer: C
Explanation:
Option E is the most effective and secure. Converting the UDF to a SQL UDF improves performance, since it runs within Snowflake's engine, reducing overhead. A secure view limits access to the required data, adhering to least privilege. Clustering optimizes query performance on the consumer's data. Indexes(option A) might help, but clustering is better for large datasets. Result caching (Option B) is good, but not a substitute for efficient query design and sql udf. Materialized views (Option C) are controlled by the consumer and outside the control of the provider. Snowpark(Option D) can work but it would require a complex redesign.
NEW QUESTION # 44
You are developing a Snowflake Native App that needs to be deployed across multiple regions. Your application relies on data stored in internal stages. Considering the limitations of Snowflake Native App Framework regarding regional availability and data residency, which of the following strategies is the MOST appropriate to ensure data availability and minimize latency for users in different regions?
Answer: C,D
Explanation:
The best approaches are B and E. Replicating internal stages (B) keeps data close to users in each region. Using regional external stages (E) with location-aware logic offers flexibility and potentially lower latency. Replicating the entire account (A) is overkill and cost-prohibitive. Packaging data within the app (C) is impractical for large datasets and makes updates difficult. Using a central stage (D) negates the benefits of regional deployment. External stages are preferred because Native Apps can only read/write to internal stages within the Application package and not in the consumer's account
NEW QUESTION # 45
You are designing a Snowflake Native Application that provides a data enrichment service. Consumers provide their data via a secure data share, and your application enriches it with external datasets within your provider account. To ensure data security and prevent accidental data leakage, which of the following strategies should you implement when designing the application's logic (select all that apply)?
Answer: A,C,D
Explanation:
Options B, D, and E are correct. B: using fully qualified names is crucial for unambiguously identifying the consumer's objects and preventing naming conflicts. D: Input validation is essential to protect against security vulnerabilities. E: Logging is vital for auditing and identifying potential security breaches. A is incorrect because granting ownership is excessive and insecure; the consumer should retain ownership. C is unnecessary and doesn't directly address the security concerns; using the application role provides sufficient context.
NEW QUESTION # 46
You are preparing to list your Snowflake Native Application on the Snowflake Marketplace. You want to restrict its availability to specific Snowflake regions and also require consumers to agree to a custom End User License Agreement (EULA) before installation. Which steps are essential during the listing creation process to achieve this?
Answer: D
Explanation:
Option D is the correct answer. The Snowflake Marketplace provides specific fields to enter a custom EULA directly. Also the availability of the application can be restricted based on Snowflake regions. Options A, B, and C provide partially correct steps, but do not cover the complete solution. A PDF or link doesn't guarantee agreement. Option E has a false statment that regions cannot be restricted.
NEW QUESTION # 47
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