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| Section | Weight | Objectives |
|---|
| Native Application Design and Creation | 35% | - Application development workflow
- 1. Application roles and privileges
- 2. Building and versioning applications
|
| Installation, Testing and Troubleshooting | 20% | - Validation and debugging
- 1. Logging and event tables
- 2. Tracing and troubleshooting workflows
|
| Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
- 1. Application packages and structure
- 2. Manifest files and setup scripts
|
| Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
- 1. Marketplace listings and publishing
- 2. Version upgrades and release management
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q278-Q283):
NEW QUESTION # 278
You are developing a Snowflake Native Application that interacts with sensitive customer dat a. You want to implement robust security scanning before publishing to the Snowflake Marketplace. Which of the following strategies are MOST effective to detect and prevent potential vulnerabilities before submitting your application, considering limitations on marketplace pre-publication scanning capabilities?
- A. Only use Snowflake provided templates and example codes as these are already pre-approved from security perspectives
- B. Implement a comprehensive CI/CD pipeline that includes static code analysis (SAST) using tools like SonarQube or similar, focusing on SQL injection, cross-site scripting (XSS), and insecure deserialization vulnerabilities. Include unit and integration tests with parameterized inputs. Regularly update dependency versions and scan for known vulnerabilities in third-party libraries included in your application's code (e.g., Python libraries).
- C. Manually review all code for potential security flaws and ensure adherence to secure coding practices.
- D. Rely solely on Snowflake's built-in scanning during the Marketplace submission process, as it covers all known vulnerabilities.
- E. Employ a third-party penetration testing service to perform a black-box test of the application after deployment in a staging environment but prior to Marketplace submission.
Answer: B,E
Explanation:
Option B and D provides a good answer as Snowflake's Marketplace scanning is limited, a multi-layered approach is crucial. SAST and dependency scanning within a CI/CD pipeline (B) allows for early detection of many common vulnerabilities. Penetration testing (D) provides an external, real-world assessment of the application's security posture. Relying solely on Snowflake's scanning (A) is insufficient. Manual code review (C), while helpful, is prone to human error. Only using Snowflake provided templates is very restrictive and not a solution.
NEW QUESTION # 279
You are developing a Native Application that needs to access data from a consumer's table. The data contains personally identifiable information (PII), and your application requires explicit consent from the consumer to access this dat a. You have implemented a consent mechanism within your application's UI. Which of the following steps are NECESSARY to ensure compliance with data privacy regulations when accessing the consumer's data?
- A. Use Snowflake's dynamic data masking policies on the PII columns and grant the application's service account the APPLY MASKING POLICY privilege. Revoke the UNMASK privilege from the application's service account.
- B. Implement a row access policy on the table based on the consumer's consent flag, ensuring the application only sees data for consumers who have granted consent. Grant the SELECT privilege on the table to the application.
- C. Grant the SELECT privilege on the table directly to the application's service account after the consumer provides consent.
- D. Implement a stored procedure that checks the consumer's consent flag. If consent is granted, the stored procedure retrieves and returns the requested data. Grant EXECUTE TASK privilege on the stored procedure to the application's service account.
- E. Implement a secure view that filters the PII data unless the consumer's consent flag is set to TRUE in a separate consent table. Grant SELECT on the secure view to the application's service account.
Answer: B,E
Explanation:
Options B and E are correct and the best solutions. Option B uses a secure view which only exposes data when consent is given, adds an extra security. Row access policies (Option E) is the best solution by filtering the rows the application can see based on consent. Option A is incorrect because directly granting SELECT without a consent check bypasses the consent requirement. Option C is correct as store procedure also work but secure view is better. Option D doesn't prevent unauthorized access before explicit consent is given.
NEW QUESTION # 280
You're developing a Snowflake Native Application that stores user preferences in a table named 'USER PREFERENCES'. In version 1.0, this table only contained 'USER ID and 'THEME' columns. In version 2.0, you need to add a new 'LOCALE' column with a default value of 'en-CIS'. However, existing users should retain their existing preferences and not have the new 'LOCALE' column set to 'NULL'. Which of the following 'setup.sql' scripts correctly implements this requirement during the version upgrade?
Answer: C
Explanation:
Option C is the correct answer. Adding the column with DEFAULT 'en-US' and using the IF NOT EXISTS check will prevent errors when upgrading a second time (or if the column was manually added previously). Setting a default value at the column definition level automatically populates the new column for existing rows when the column is added. Option A will accomplish the immediate objective, but doesn't account for repeated runs of the script. Options B and E will not check the column existence and result in an error, as well as will populate all rows with 'en-US'. Option D is redundantly updating to 'en-US', but it has the same issue as Option B, as it doesn't check column existence and result in an error.
NEW QUESTION # 281
You are packaging a Snowflake Native Application that utilizes an external function to enrich dat a. This external function requires access to an API endpoint. You've created an API integration in the consumer's account to manage access. How should you grant the necessary privileges to your application to utilize this API integration?
- A. Create a share from your provider account containing the API integration and import it into the consumer's account.
- B. Grant the OWNERSHIP privilege on the API integration to the application package using Snowsight.
- C. Grant the USAGE privilege on the API integration to the application role using the command 'GRANT USAGE ON INTEGRATION TO APPLICATION ROLE within the application's setup script.
- D. Grant the EXECUTE privilege on the external function to the application role. The external function inherits the API integration's privileges.
- E. No explicit privilege granting is required. Snowflake automatically grants access to API integrations to applications within the same account.
Answer: C
Explanation:
The correct answer is B. To allow a Snowflake Native Application to utilize an API integration in a consumer's account, you must explicitly grant the USAGE privilege on the API integration to the application role. This is done using the 'GRANT USAGE ON INTEGRATION' command within the application's setup script. Ownership (A) is not appropriate, as the application doesn't need to own the integratiom Option C is incorrect; explicit granting is required. Option D is partially correct in that the function needs execute permission, but the function needs to be linked to the API integration. Option E only applies to data sharing, not API integrations within a Snowflake Native App context.
NEW QUESTION # 282
You are developing a Snowflake Native Application that needs to access data residing in the consumer's account. The application requires specific permissions to read certain tables and execute specific functions. How should you define and manage these access privileges to ensure both security and functionality?
- A. Create a new database role and grant the required permissions to the database role, later grant the database role to the application role. Use secure views for access to consumer data.
- B. Use the 'GRANT OWNERSHIP' command to transfer ownership of the required tables and functions to the application's service account. This gives the application full control over these resources.
- C. Grant the 'ACCOUNTADMIN' role to the application. This provides unrestricted access to all resources in the consumer's account, simplifying development and deployment.
- D. Rely on the consumer to manually grant the necessary privileges to the application's service account after installation. Provide clear instructions in the application's documentation.
- E. Define a custom role within the application package with the minimum required privileges (e.g., 'SELECT on specific tables, 'USAGE on specific functions). The consumer then grants this role to the application during installation. Use secure views if needed.
Answer: A,E
Explanation:
Options B and E are the most secure and maintainable approaches. Option B follows the principle of least privilege. Option E will add another layer of security. Option A is a very bad practice. Option C is also incorrect, transferring ownership is not a good idea. Option D makes the configuration prone to manual errors.
NEW QUESTION # 283
......
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