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| Section | Weight | Objectives |
|---|---|---|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
|
| Snowflake Native Applications Design and Creation | 35% | - Create and manage billing events and cost monitoring techniques
|
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NEW QUESTION # 292
You are developing a Streamlit application within a Snowflake Native App that needs to access a custom Python module ('my_module.py') containing utility functions. The module resides in the same stage as your Streamlit application code. How would you ensure that the Streamlit application can correctly import and use this module?
Answer: E
Explanation:
The correct approach is to use 'sys.path.append()' (Option C) to add the stage location to the Python module search path. Snowflake Native Apps do not automatically include all files in the same directory (A), and modifying 'PYTHONPATH' (B) or using 'requirements.txt' and 'pip' (D) are not supported or necessary in this context. (E) could work but is unnecessarily complex compared to 'sys.path.append()' for modules within the same deployment package.
NEW QUESTION # 293
You are developing a Snowflake Native App that needs to perform asynchronous tasks in the consumer's account. Which of the following approaches is the MOST suitable and secure way to achieve this, ensuring minimal impact on the consumer's resources and maintaining data integrity?
Answer: C
Explanation:
Using Snowflake Tasks (Option A) is the recommended approach for asynchronous task execution within a Snowflake Native App. The task is managed within the consumer's account but still deployed as part of app package, avoiding the need for external dependencies or extensive consumer configuration. Option B introduces complexity and security concerns with external message queues. Option C can be resource-intensive and inefficient. Option D is incorrect as apps are not allowed to create warehouses. Option E is not supported, UDFs do not run in separate threads.
NEW QUESTION # 294
A Native Application provider is developing an application that relies on data residing in a shared database, 'EXTERNAL DATA'. They want to ensure that their application role 'app_role' only has access to specific tables and views within 'EXTERNAL DATA', and they also want to minimize the need for future privilege grants as new tables are added to 'EXTERNAL DATA. Which combination of SQL statements below achieves these goals with the principle of least privilege in mind? Assume all tables are in the PUBLIC schema.
Answer: D
Explanation:
The correct answer is C. First, IMPORTED PRIVILEGES is required so that the Native App can see the database. Next, GRANT SELECT ON FUTURE TABLES IN SCHEMA EXTERNAL DATA.PUBLIC limits the scope of future grants only to the PUBLIC schema. The other options do not provide future grants scoped to the Public schema, or they grant ALL access. Options B and D require that the database USAGE privilege be explicitly granted in addition to IMPORTED PRIVILEGES, which are granted automatically when a database is shared. Option E is incorrect because 'ALL TABLES does not cover tables that will be created in the future.
NEW QUESTION # 295
A Native Application provider has created a database named 'app_db' using 'CREATE DATABASE app_db WITH MANAGED ACCESS;'. They now need to create a secure view that exposes a subset of data from an underlying table 'sensitive_data' within the schema 'internal_schema' of 'app_db' to a consumer's role named 'consumer role'. They wish to minimize data exposure while adhering to managed access principles. Which set of SQL statements represents the MOST secure and correct approach?
Answer: D
Explanation:
Creating a 'SECURE VIEW is essential. A secure view hides the underlying data and implementation details from the consumer. The 'OR REPLACE clause ensures idempotency. Granting only 'SELECT is the principle of least privilege. Secure views ensure data security and integrity while working within the constraints of MANAGED ACCESS. Option A, missing the SECURE keyword, doesn't hide the underlying data. C and D have grant all, which goes against least privilege. E, while attempting to add more security with REVOKE ALL, is unnecessary given the 'WITH MANAGED ACCESS property. B is the most secure and appropriate solution.
NEW QUESTION # 296
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 # 297
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