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| Section | Weight | Objectives |
|---|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
| Snowflake Native Applications Design and Creation | 35% | - Apply Snowflake best practices while building native application workloads
- 1. Build, distribute, and monetize apps in Snowflake
- 2. Design scalable applications
- Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Account security and access management
- 2. Cloud-based computing and storage concepts
- 3. Data sharing and protection mechanisms
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q226-Q231):
NEW QUESTION # 226
You are designing a Snowflake Native Application that requires fine-grained access control to its data within the consumer account. You want to ensure that consumers can only access data relevant to their specific department. Which of the following Snowflake features, when combined, offer the MOST secure and flexible solution for implementing this requirement within the context of a Snowflake Native Application ?
- A. Row Access Policies and Secure Views with Caller's Rights.
- B. Dynamic Data Masking policies and Views with Caller's Rights.
- C. Views and Stored Procedures with Caller's Rights.
- D. User-Defined Functions (UDFs) and Row Access Policies.
- E. External Tables and Secure Views with Owner's Rights.
Answer: A
Explanation:
The best combination is Row Access Policies and Secure Views with Caller's Rights. Row Access Policies: Allow you to filter data based on the user accessing it, ensuring they only see data relevant to their department. Policies are applied to tables. Secure Views with Caller's Rights: Allow you to encapsulate the data access logic, ensuring that the row access policies are always enforced, and that consumers cannot bypass them. Caller's rights are essential here, as the access control decisions need to be made based on who is using the view. The other options are less suitable: A: Views and Stored Procedures can enforce access, but without Row Access Policies, they're less secure. B: UDFs can manipulate data but don't inherently enforce row-level security like Row Access Policies. C: External Tables are for data outside Snowflake; Owner's Rights are less secure than Caller's Rights in this scenario. E: Dynamic Data Masking hides data, it doesn't filter it, so it won't restrict access to specific rows.
NEW QUESTION # 227
A Snowflake Native Application developer wants to ensure that a specific stored procedure, 'UPDATE CUSTOMER STATUS, within their application can only be executed by users who have been granted the 'CUSTOMER ADMIN' role in the consumer's account. How can the developer enforce this authorization check within the stored procedure's code?
- A. Utilize the 'SESSION CONTEXT()' function to check for a specific context variable set only when a user with the 'CUSTOMER ADMIN' role is connected.
- B. Grant the 'EXECUTE privilege on the stored procedure only to the 'CUSTOMER_ADMIN' role in the consumer's account.
- C. Use the 'CURRENT ROLE()' function within the stored procedure to check if the current role is 'CUSTOMER ADMIN'. If not, raise an error.
- D. Implement a custom function that calls 'SYSTEM$GET PRIVILEGES()' and checks if the user executing the stored procedure possesses the 'CUSTOMER ADMIN' role.
- E. Use the function within the stored procedure to verify that the 'CUSTOMER_ADMIN' role is currently active in the session. If not, raise an error.
Answer: E
Explanation:
Option E is the correct approach. directly checks if the specified role is active in the current session, providing a reliable way to enforce role-based access control within the stored procedure. Option A will not work as returns the primary role, not all active roles. Option B controls who can be granted the ability to execute the procedure, but not who is executing it at runtime. Option C is overly complex and less efficient. Option D relies on external context variables, making the authorization less self-contained and harder to manage.
NEW QUESTION # 228
You are designing a Snowflake Native App that processes sensitive customer dat a. To comply with data residency requirements, you need to ensure the application processes data exclusively within the consumer's Snowflake account and does not transmit data outside.
Which features of the Snowflake Native App Framework support this requirement? (Select all that apply)
- A. External Functions: Enables the application to call external services for data processing and enrichment, ensuring all data remains within the Snowflake environment.
- B. Application Packages: Package the entire application including code and configuration, ensuring data locality and not data transfer outside environment
- C. Stored Procedures: Allows the application to execute custom logic within the consumer's Snowflake environment, processing data locally.
- D. Snowflake Marketplace: Provides a secure and governed platform for distributing the application without requiring direct access to the consumer's account.
- E. Secure Data Sharing: Allows the application to access data directly within the consumer's account without copying or moving it.
Answer: B,C,E
Explanation:
The correct answers are A, D and E. Secure Data Sharing enables direct access to data without movement. Stored Procedures execute logic within the consumer's environment. Application packages ensures everything within the consumer's environment. External Functions (B) inherently involve sending data outside of Snowflake, violating the residency requirement. Snowflake Marketplace (C) is about distribution and governance, not data processing location.
NEW QUESTION # 229
Your company has developed a Snowflake Native Application designed to provide advanced data analytics. They want to distribute this application through the Snowflake Marketplace, but only to a select group of partner organizations before a general public release. Which steps are essential to ensure that only these partners can discover and install the application?
- A. Create a public listing but obfuscate the application name and description so that only partners with prior knowledge can identify the application.
- B. List the application as a private listing on the Snowflake Marketplace and specify the Snowflake account identifiers of the partner organizations allowed to access the listing.
- C. List the application as a public listing and implement IP address whitelisting within the application to restrict access to partner organizations' IP ranges. Use context functions to obtain the IP address.
- D. Share the application package directly with the partner organizations using Snowflake Secure Data Sharing, bypassing the Snowflake Marketplace entirely.
- E. List the application as a public listing on the Snowflake Marketplace and rely on partner organizations to keep the application usage confidential through contractual agreements.
Answer: B
Explanation:
Listing the application as a private listing on the Snowflake Marketplace allows you to explicitly control which Snowflake accounts can discover and install the application. By specifying the account identifiers of the partner organizations, you ensure that only these partners have access, providing a secure and controlled distribution mechanism during the pre-release phase. The other options are either insecure (A, E), bypass the Marketplace intended use (C), or impractical and unreliable (D).
NEW QUESTION # 230
You are developing a Snowflake Native App that requires accessing a specific table within the consumer's account. The consumer should not have direct access to this table. Which of the following is the MOST secure and appropriate method to grant the necessary access?
- A. Creating a Snowflake Secure View on the table in the provider account and sharing this view with the consumer account using Data Sharing.
- B. Granting direct SELECT access to the consumer role on the table in the provider account, ensuring to revoke access after the app is installed.
- C. Employing a Stored Procedure owned by the application role that queries the table in the provider account, and allowing access to the procedure via API integration.
- D. Granting the CONSUMPTION usage privilege on the provider account database to the consumer account, and then granting SELECT on the specific table to a role that the app assumes.
- E. Creating a Snowflake Secure UDF that queries the table within the provider account and exposing the UDF to the consumer account through a package.
Answer: E
Explanation:
Secure UDFs allow you to execute queries in the provider account without exposing the underlying table directly to the consumer. This isolates the data and minimizes the risk of unauthorized access. Stored procedures offer similar functionality, but UDFs are generally simpler and more performant for basic data retrieval. Secure Views via data sharing expose the structure to the consumer account, and granting direct access is a major security risk.
NEW QUESTION # 231
......
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