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| Section | Weight | Objectives |
|---|
| Topic 1: Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Cloud-based computing and storage concepts
- 2. Account security and access management
- 3. Data sharing and protection mechanisms
|
| Topic 2: Snowflake Native Applications Design and Creation | 35% | - Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
- Apply Snowflake best practices while building native application workloads
- 1. Design scalable applications
- 2. Build, distribute, and monetize apps in Snowflake
|
| Topic 3: Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Topic 4: Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q347-Q352):
NEW QUESTION # 347
A Snowflake Native App developer encounters an issue where the application fails to install on a consumer's account due to insufficient privileges. The developer has verified that the necessary privileges are declared in the application. privileges section of the manifest file. However, the installation still fails. What could be the most likely cause of this issue, and how can it be resolved?
- A. The privileges were declared in the manifest file, but were not actually granted to the application role in the provider account before creating the version. Grant the declared privileges to the application role using GRANT ON ACCOUNT TO APPLICATION ROLE and create a new version.
- B. The consumer's account is not on the same Snowflake region as the provider account. Verify and align the regions.
- C. The consumer's account does not have the SNOWFLAKE.APP_INSTALLER role enabled. Ensure this role is granted to the appropriate user.
- D. The privileges declared in the manifest file are not supported by the consumer's Snowflake edition. Review and adjust the required privileges.
- E. The consumer account has object level grants conflicting with the required grants. Revoke the object level grants and try again.
Answer: A
Explanation:
Even if the privileges are declared in the manifest file, they must be explicitly granted to the application role in the provider account before a new version is created. The consumer's Snowflake edition might not support all privileges (but the error would be slightly different), SNOWFLAKE.APP INSTALLER role does not exist , regional difference does not matter as such if provider created version after granting the privileges. The application's role in provider account needs required permission using GRANT ON ACCOUNT TO APPLICATION ROLE .
NEW QUESTION # 348
You are tasked with developing a Snowflake Native App that leverages a Partner provided secret using an external function which will send the processed data to their system. You plan to store the OAuth information to be used by the external function in a secret object managed by Snowflake. Which of the following steps are NECESSARY to ensure secure and correct setup of this app? Select all the options that apply.
- A. Bypass storing the OAuth token in Snowflake and instead rely on passing it as a parameter to the external function from the consumer account, documented clearly for the consumer's security responsibilities.
- B. Grant the 'USAGE privilege on the API integration to the application role if the external function requires an API integration. GRANT USAGE ON API INTEGRATION TO APPLICATION ROLE
- C. Grant the 'IMPORTED PRIVILEGES privilege on the database containing the Secret object to the application role. GRANT IMPORTED PRIVILEGES ON DATABASE TO APPLICATION ROLE '
- D. Create a Secret object in Snowflake to store the OAuth token securely and reference it within the external function using 'SYSTEM$GET_SECRET function. Ensure proper access rights on the Secret object.
- E. Store the OAuth token directly within the external function's definition as a variable, ensuring it is encrypted using AES ENCRYPT before deployment.
Answer: B,C,D
Explanation:
Storing the OAuth token directly in the function (A) is insecure. Passing the OAuth token from the consumer (E) is not a recommended practice. The correct approach is to use Snowflake's Secret object (B) to store the token securely. The application role needs 'IMPORTED PRIVILEGES on the database containing the secret (C) to access the secret. The 'USAGE privilege on the API integration(D) is also needed if the external function leverages an API integration.
NEW QUESTION # 349
You are designing a Snowflake Native App that includes a Streamlit I-Jl. The Streamlit app needs to access data stored in a secure table within the consumer's account. What are the recommended and MOST secure methods for granting the Streamlit app access to this data, considering the principle of least privilege? Select all that apply.
- A. Create a secure view on top of the table and grant 'SELECT privilege on the view to the application role. Publish the View via 'show published objects in application package'.
- B. Grant the ' IMPORTED PRIVILEGES' privilege on the database containing the table to the application role.
- C. Grant *SELECT privilege directly on the table to the application role.
- D. Create an external function that retrieves the data and grant 'USAGE on the external function to the application role.
Answer: A,B
Explanation:
Granting 'IMPORTED PRIVILEGES (A) on the database allows the application to inherit privileges defined within the consumer's account, following the principle of least privilege. Creating a secure view (C) and granting SELECT on the view to the application role provides a controlled interface to the data. Directly granting SELECT on the table (B) is less secure, as it grants direct access. External functions (D) introduce unnecessary complexity and potential security risks. Granting 'ACCOUNTADMIW (E) is a significant security violation and should never be done.
NEW QUESTION # 350
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. Expose an API endpoint within the consumer's account that grants access to the data without any restriction.
- B. Create a shared secret between the provider and consumer accounts and use this secret to authenticate API calls for data access.
- C. 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.
- D. Create a service account within the consumer's Snowflake account and grant the necessary privileges to this account.
- E. Use a Snowflake account administrator role to execute all queries within the app.
Answer: C
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 # 351
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?
- A. Include in a 'requirements.txt' file and use 'pip install -r requirements.txt' within the Streamlit application's entrypoint script.
- B. Use the method in your Streamlit application code to add the stage location to the Python module search path before importing my_module' .
- C. Use the function to dynamically load 'my_module.py' directly from the stage, specifying the full stage path.
- D. Modify the ' PYTHONPATHS environment variable within the Snowflake environment to include the stage where 'my_module.py' is located.
- E. Place 'my_module.py' in the same directory as your main Streamlit application file. Snowflake automatically includes all files in the same directory when deploying the application.
Answer: B
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 # 352
......
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