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| Section | Weight | Objectives |
|---|
| Topic 1: Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
- 1. Version upgrades and release management
- 2. Marketplace listings and publishing
|
| Topic 2: Installation, Testing and Troubleshooting | 20% | - Validation and debugging
- 1. Tracing and troubleshooting workflows
- 2. Logging and event tables
|
| Topic 3: Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
- 1. Application packages and structure
- 2. Manifest files and setup scripts
|
| Topic 4: Native Application Design and Creation | 35% | - Application development workflow
- 1. Application roles and privileges
- 2. Building and versioning applications
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q210-Q215):
NEW QUESTION # 210
You are developing a Snowflake Native App that utilizes Streamlit for its user interface. You want to control the app's behavior based on whether it's running in a development environment within your provider account or in a consumer account after installation. Which of the following methods can you use within your 'streamlit.py' to determine the current execution context (Provider vs. Consumer) reliably?
- A. Use which is a function specifically designed to check if the app is running in a consumer account.
- B. Query the view. Presence in this view indicates a provider environment.
- C. Read an environment variable set during the application installation process by the consumer.
- D. Examine the session context function 'CURRENT ACCOUNT()' function and compare it with the provider account identifier, if matches then it is a provider. It is the best method.
Answer: D
Explanation:
Using session context function such as and comparison with the provider account identifier is the most reliable way to determine if the app is running in the provider account. does not exist, and querying INFORMATION_SCHEMA.APPLICATIONS is designed for a different purpose.
NEW QUESTION # 211
You are packaging a Snowflake Native App using the 'snowflake nativeapp package' command. The app relies on a specific external Python library that isn't available by default in Snowflake. Which methods can you use to include this library in your application package and ensure it's accessible within your application's procedures and functions?
- A. Bundle the Python library as a ZIP file along with your application code. When creating the function using 'CREATE FUNCTION' , specify the ZIP file as part of the 'IMPORTS' clause. Snowflake automatically extracts and makes the library available to the function.
- B. Use the Anaconda channel integration. Specify the required package in the 'manifest.ymr file, and Snowflake automatically downloads and installs the library during application installation. This only works for packages available through Anaconda.
- C. Combine options B and C. Use the Anaconda channel integration when possible, and for custom or unavailable packages, use the ZIP file import method for individual functions. Prioritize Anaconda for easier dependency management.
- D. Upload the Python library as a stage object and reference it in the 'manifest.ymr file using the 'artifacts' section. Snowflake will automatically include it in the application package and make it available during runtime using the 'IMPORT' statement in the handler code.
- E. Upload the Python library using the 'PUT' command and explicitly reference it in the 'manifest.ymr under the 'artifacts' section, pointing to the internal stage location. Use the 'IMPORT statement within your stored procedure or UDF handler code to make the library available during execution.
Answer: C
Explanation:
The correct answer is D. Snowflake allows using both Anaconda channel for readily available packages and ZIP file imports for custom or unavailable ones. Utilizing Anaconda streamlines dependency management where possible, while the ZIP file method provides flexibility for including any Python library directly with the function/procedure deployment.
NEW QUESTION # 212
You are developing a Snowflake Native App. Your app needs to interact with the consumer's Snowflake account to retrieve dat a. You want to ensure that your app only has access to the necessary data and that the consumer can control the data access. Which of the following methods is the MOST secure and recommended way to achieve this?
- A. Utilize Snowflake's secure data sharing feature combined with granular access control policies (row access policies, masking policies) within the provider's app, granting access to specific views or tables.
- B. Expose an API endpoint within the consumer's account that grants access to the data without any restriction.
- C. Create a shared secret between the provider and consumer accounts and use this secret to authenticate API calls for data access.
- D. Use a Snowflake account administrator role to execute all queries within the app.
- E. Create a service account within the consumer's Snowflake account and grant the necessary privileges to this account.
Answer: A
Explanation:
Snowflake's secure data sharing feature, coupled with granular access control policies, provides the MOST secure and controlled way to access data within a consumer's Snowflake account. This approach allows the provider to define which data the app can access and the consumer to control the access through policies.
NEW QUESTION # 213
You are developing a Snowflake Native Application that relies on external functions (UDFs) hosted outside of Snowflake. You need to ensure that these external functions are securely accessed and that you can track their usage. Which of the following steps are required to correctly configure and manage access to external functions in your application package?
- A. Grant the 'USAGE privilege on the API integration object to the application role that will be calling the external functions within the application package. This is done through the application setup script.
- B. Implement robust error handling and logging within the application code to capture any issues related to external function calls, including authentication errors, network connectivity problems, and data transformation failures.
- C. Create a network rule in the application package that whitelists the IP addresses or hostnames of the external function endpoints. Ensure that the application manifest includes the property set to 'true' and references the network rule.
- D. Define the external functions in the application manifest, specifying the API integration object used for secure communication and authentication.
- E. No explicit configuration is required within the application package; external functions are automatically accessible once defined in the developer's Snowflake account.
Answer: A,B,C,D
Explanation:
Options A, B, C, and D are all correct. External functions require careful configuration within a Snowflake Native Application. Defining the functions in the manifest (A) is essential for Snowflake to recognize and manage them. Network rules (B) ensure secure network access. Granting USAGE on the API integration (C) allows the application role to use the integration for authentication. Robust error handling and logging (D) are crucial for monitoring and troubleshooting. Option E is incorrect; explicit configuration is absolutely necessary for security and control.
NEW QUESTION # 214
A Snowflake Native App provider wants to ensure that even future roles created in their provider account will NOT automatically have access to the application database , which was created without the "MANAGED ACCESS' property initially. After creating a security audit suggested it to be with managed access. Which of the following steps BEST secures the app database?
Note multiple options may be needed
- A. ALTER DATABASE SET MANAGED ACCESS = TRUE;
- B. GRANT OWNERSHIP ON DATABASE TO ROLE application_role;
- C. REVOKE USAGE ON DATABASE FROM ROLE PUBLIC;
- D. REVOKE ALL PRIVILEGES ON DATABASE FROM PUBLIC;
- E. DROP DATABASE CREATE DATABASE WITH MANAGED ACCESS;
Answer: A,B,D
Explanation:
The most effective method is to use 'ALTER DATABASE SET MANAGED_ACCESS = TRUE;' to enable managed access. This ensures that privileges are managed at the database level. Revoking all privileges from PUBLIC removes default access granted to all roles (including future roles). By revoking default public access and using managed access together, one ensures greater security. Option A works, but dropping and recreating is impactful. Option D, is similar to C however doesn't handle future role. Granting ownership to a specific role ensures better control.
NEW QUESTION # 215
......
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