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Snowflake NAS-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Native Application Design and Creation35%- Application development workflow
  • 1. Application roles and privileges
    • 2. Building and versioning applications
      Topic 2: Installation, Testing and Troubleshooting20%- Validation and debugging
      • 1. Logging and event tables
        • 2. Tracing and troubleshooting workflows
          Topic 3: Snowflake Native App Framework Overview20%- Native application concepts and architecture
          • 1. Manifest files and setup scripts
            • 2. Application packages and structure
              Topic 4: Deployment and Marketplace Publishing25%- Distribution and lifecycle management
              • 1. Version upgrades and release management
                • 2. Marketplace listings and publishing

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                  Snowflake SnowPro Specialty - Native Apps Sample Questions (Q165-Q170):

                  NEW QUESTION # 165
                  A Native App provider wants to use a parameter in their MANIFEST.yml to dynamically control the number of worker threads a stored procedure uses. The desired behavior is to allow the consumer to configure this value. Considering security best practices, which of the following parameter definitions in the 'MANIFEST.yml' is the MOST appropriate?

                  Answer: A

                  Explanation:
                  Option E is the MOST appropriate. While 'secure: true' is important to encrypt and protect the parameter value, 'validation_rules' provide an extra layer of security and data integrity by ensuring the consumer provides a valid value within a defined range. It prevents potentially harmful or unexpected values from being used, enhancing the app's robustness. Type INT also correctly defines the expected data type.


                  NEW QUESTION # 166
                  You are troubleshooting an issue where a Snowflake Native Application's Scala UDF, 'process_data' , is sporadically failing with an 'OutOfMemoryError'. The UDF processes large XML files. You need to identify the cause and implement a solution. Which strategies are most appropriate for diagnosing and resolving this issue within the constraints of a Snowflake Native Application?

                  Answer: A,E

                  Explanation:
                  Options C and E are the most effective solutions. Streaming XML (C) avoids loading the entire file into memory. Breaking down files into chunks (E) reduces memory footprint per execution. Option A might temporarily alleviate the issue but doesn't address the underlying problem. Option B, Memory Profiler, can be complex to implement in Snowflake Native Apps due to limited tooling access. Option D can improve performance with caching, if applicable. However, that does not solve the memory issue for the initial load.


                  NEW QUESTION # 167
                  A Snowflake Native Application, leveraging Snowpark Container Services (SPCS), is designed to perform complex data transformations on data residing within the customer's Snowflake account. The transformations require significant computational resources, and the container occasionally encounters resource constraints, leading to performance degradation. Which of the following strategies can you employ to optimize resource utilization and ensure the container runs efficiently within the customer's SPCS environment?

                  Answer: C,D,E

                  Explanation:
                  Options B, D, and E are all effective strategies. Option B reduces the container's resource footprint. Option D offloads the resource- intensive transformations to Snowflake's native engine. Option E increases the resource allocation for the container, and setting limits ensures containers cannot monopolize resources. Option A does not directly control container resources. Option C is valid but, the provider should consider how the consumer would set replicas, as typically, the provider should have no control over customer resources.


                  NEW QUESTION # 168
                  A Snowflake Native App is designed to perform complex data transformations on large datasets provided by the consumer. To optimize performance and manage resource consumption, you need to choose the appropriate execution context for your application logic. Which of the following options should be considered to accomplish this?

                  Answer: D

                  Explanation:
                  Choosing the correct execution context for your application logic requires a combination of stored procedures, SQL UDFs, and external functions to orchestrate the data transformation process, depending on the specific requirements of each step, offering the best balance of performance, scalability, and resource management. A single stored procedure may not be efficient for complex transformations. SQL UDFs in parallel can be effective but might have limitations depending on the complexity. External functions offer flexibility for offloading but introduce latency and complexity. API call will be more appropriate to transfer the data.


                  NEW QUESTION # 169
                  You are tasked with deploying a new version of your Snowflake Native Application. The new version introduces significant schema changes to the data warehouse used by the application. What steps should you take during the deployment process to ensure a smooth transition and minimize downtime?

                  Answer: B,D

                  Explanation:
                  Options B and D are both valid approaches for deploying a new version with schema changes. Option B provides a controlled and gradual migration to the new schema. Option D leverages Snowflake's cloning capabilities to minimize downtime and provide a rollback option. Option A assumes automatic handling of schema changes, which is not correct. Option C results in significant downtime. Option E is risky and can lead to data inconsistencies and application errors if not handled carefully and incrementally. Promoting the clone to production is preferable to modifying in place.


                  NEW QUESTION # 170
                  ......

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