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| Section | Weight | Objectives |
|---|
| Application Design & Creation | 35% | - Application packages and objects - Manifest files and configuration - Setup scripts and application logic - Native App Framework architecture - Security and access control
|
| Application Deployment & Distribution | 25% | - Listing types and monetization - Publishing to Snowflake Marketplace - Versioning and release management - Upgrades and lifecycle management
|
| Application Installation & Testing | 20% | - Debugging and troubleshooting - Testing strategies and validation - Provider and consumer workflows - Installation procedures and dependencies
|
| Advanced Features & Management | 20% | - Billing events and cost monitoring - Governance and compliance - Event logging and telemetry - Integration with Snowpark and external services
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q57-Q62):
NEW QUESTION # 57
A Native App provider wants to implement comprehensive monitoring of their application's behavior within consumer accounts. They decide to use Event Tables to capture various application events. Which of the following strategies is the MOST appropriate for designing and managing Event Tables for this purpose? Select ALL that apply.
- A. Utilize dynamic table creation based on the type of event being recorded, ensuring optimal storage and query performance for each event type. Dynamic table creation is managed programmatically.
- B. Create a single, generic Event Table with a VARIANT column for event-specific data to accommodate all event types.
- C. Use a centralized Event Table that is shared across all consumer accounts to simplify data aggregation and analysis.
- D. Implement a data retention policy to automatically purge older events from the Event Tables, minimizing storage costs and improving query performance.
- E. Create separate Event Tables for each distinct event type, with columns tailored to the specific data associated with each event.
Answer: A,D,E
Explanation:
Option B is correct because creating separate Event Tables tailored to specific event types allows for better data organization, efficient querying, and optimized storage. Option D is correct because implementing a data retention policy is crucial for managing the size of Event Tables and preventing excessive storage costs. Option E is correct, using dynamic table creation based on event type optimizes both storage and query execution by having a dedicated table structure for each type of event. Option A, using a single generic table with a VARIANT column, can lead to inefficient querying and difficulties in data analysis. Option C is generally incorrect; Event Tables are typically scoped to the application instance within each consumer account for security and data isolation reasons. Sharing a centralized table across all consumer accounts would raise significant security and governance concerns.
NEW QUESTION # 58
You are designing a Snowflake Native App that relies on a specific version of a shared library. You want to ensure that your application continues to function correctly even if the provider of the shared library releases a new, incompatible version. How can you achieve version isolation for your application's dependencies within the Snowflake Native App Framework?
- A. Leverage Snowflake's dependency management system to specify a version range for the shared library in your application's setup script.
- B. Implement a custom version compatibility check within your application code to gracefully handle potential incompatibilities with newer versions of the shared library.
- C. Package the required version of the shared library directly within your application's code bundle, ensuring it is isolated from any external updates.
- D. Utilize the ' feature to directly link your application to a specific version of the shared library hosted in an external repository.
- E. Utilize Snowflake's 'API_INTEGRATION' to create endpoint where you have version control for the shared library.
Answer: C
Explanation:
Packaging the required version of the shared library directly within your application's code bundle (B) provides the most reliable version isolation. This ensures that your application always uses the version it was designed for, regardless of any external updates. While options A, C, D, and E are valid approaches in other contexts, they do not provide the same level of isolation within the Snowflake Native App Framework. Snowflake Native Apps do not utilize for this purpose, nor do they have a specific dependency management system like option C. Version checking (D) is a good practice but doesn't prevent the application from being affected by the newer version. Using SAPI INTEGRATION' would not provide version control.
NEW QUESTION # 59
You've deployed a Snowflake Native Application to the Marketplace. A consumer reports an issue, and after investigating, you suspect a vulnerability related to SQL injection within a stored procedure. You want to implement best practices to mitigate this risk. Which of the following strategies are recommended to secure the stored procedure against SQL injection?
- A. Grant 'OWNERSHIP' privilege to the stored procedure to prevent unauthorized modifications.
- B. Implement strict input validation and sanitization to ensure that user input conforms to expected data types and patterns.
- C. Use parameterized queries or prepared statements whenever possible to prevent user input from being directly interpreted as SQL code.
- D. Disable all external network access from within the stored procedure environment.
- E. Encode all user input before inserting it into SQL queries to neutralize potentially harmful characters.
Answer: B,C,E
Explanation:
SQL injection vulnerabilities arise when user input is incorrectly incorporated into SQL queries. Parameterized queries (A) and input validation/sanitization (B) are crucial defenses. Parameterized queries treat input as data, not code, preventing injection. Input validation ensures only expected data reaches the query. Encoding user input (D) neutralizes harmful characters that could be exploited. Granting 'OWNERSHIP' (C) is for access control, not injection prevention. Disabling network access (E) might improve overall security but doesn't directly address SQL injection within the procedure.
NEW QUESTION # 60
You're developing a Snowflake Native App with a Streamlit I-Jl. The app needs to read configuration data from a file named within your application package. The file contains sensitive information, and you want to ensure it's only accessible by your application's code and not directly readable by the consumer. What steps would you take to accomplish this?
- A. Store 'config.json' in a table within your application's schema and grant the 'SELECT' privilege on the table to the consumer's role.
- B. Store 'config.json' in an internal stage and grant the 'READ' privilege on the stage to the consumer's role.
- C. Store 'configjson' outside the application package and read it directly from an external stage at runtime.
- D. Store 'config.json' within the Streamlit code, and then encode and decode it to the original string when the user invokes the Streamlit application.
- E. Store 'config.json' within the application package and read it using Python code within a stored procedure. Grant appropriate privileges on the stored procedure, but not on the 'config.json' file or the internal stage.
Answer: E
Explanation:
The best approach is to store the 'config.json' file within the application package and access it using Python code within a stored procedure. By granting privileges only on the stored procedure and not on the 'config.json' file itself or the internal stage, you ensure that the consumer cannot directly read the configuration data. Option A exposes it directly to the consumer. Option C would need to be encrypted, which adds complexity. Option D means the configuration is outside your application package. Option E is simply obfuscation and not encryption and hence should be avoided.
NEW QUESTION # 61
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. Store the OAuth token directly within the external function's definition as a variable, ensuring it is encrypted using AES ENCRYPT before deployment.
- B. 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.
- 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. 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
Answer: C,D,E
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 # 62
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