Last Updated: Aug 28, 2026
No. of Questions: 378 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Advanced Features & Management | 20% | - Integration with Snowpark and external services - Billing events and cost monitoring - Governance and compliance - Event logging and telemetry |
| Topic 2: Application Design & Creation | 35% | - Manifest files and configuration - Security and access control - Setup scripts and application logic - Native App Framework architecture - Application packages and objects |
| Topic 3: Application Deployment & Distribution | 25% | - Versioning and release management - Listing types and monetization - Upgrades and lifecycle management - Publishing to Snowflake Marketplace |
| Topic 4: Application Installation & Testing | 20% | - Testing strategies and validation - Debugging and troubleshooting - Installation procedures and dependencies - Provider and consumer workflows |
Question 1
Your Snowflake Native Application persists data within its managed container. You need to implement a robust review process for logging to ensure compliance and prevent the exposure of sensitive information. Which of the following steps should be included in your review process? (Select all that apply)
A. Automated scanning of log messages for Personally Identifiable Information (PII) using regular expressions or pattern matching, and automatic redaction or masking of detected PII.
B. Periodic manual reviews of a sample of log messages by a designated security officer to ensure compliance with data privacy policies and identify any potential logging gaps or issues.
C. Granting all application developers full access to all log data to facilitate debugging and troubleshooting.
D. Implementation of role-based access control (RBAC) to restrict access to log data based on job function and the principle of least privilege.
E. Disabling logging in production environments to minimize the risk of data exposure.
Question 2
You are developing a Snowflake Native Application and want to implement comprehensive cost monitoring for your application's resource consumption within a consumer's Snowflake account. Which of the following approaches provide the MOST effective and granular cost visibility for both you (as the provider) and your consumers?
A. Utilize Snowflake's query history and function within your application to capture query execution statistics. Create views or tables to summarize resource consumption metrics for specific application components.
B. Combine Snowflake's query history (accessed via the ACCOUNT_USAGE schema) with custom tagging of resources and queries within your application. This allows you to attribute resource consumption to specific application features and provide detailed cost breakdowns for consumers.
C. Leverage Snowflake's Resource Monitor feature to set budget limits for the entire consumer account and receive alerts when these limits are exceeded. This provides a general overview of spending but lacks application-specific granularity.
D. Implement custom logging within your application to track resource usage (e.g., CPU time, data scanned) for each function or query. Aggregate and analyze these logs to generate cost reports for consumers.
E. Rely solely on Snowflake's global account-level cost dashboards and resource monitors to track overall Snowflake usage, including the resources consumed by your application. Analyze these dashboards manually to identify potential cost optimization opportunities.
Question 3
A software company, 'Datalnsights', is developing a Snowflake Native Application that requires restricted access to a source data table in the consumer's account. Datalnsights wants to ensure that only the application can access the data, and the consumer cannot directly query it. What is the MOST secure and recommended approach Datalnsights should use within their application package to grant access?
A. Granting 'SELECT privilege directly on the source data table to the application role.
B. Granting the ' USAGE privilege on the database and schema containing the source data table directly to the application role.
C. Using a secure UDF within the application to access the source data table, ensuring data masking and redaction, with only the UDF being granted SELECT privileges on the table.
D. Creating a secure view on top of the source data table and granting 'SELECT privilege to the application role on the view.
E. Exposing the table directly through the application's setup script using 'GRANT SELECT ON TABLE TO APPLICATION ROLE app_role' .
Question 4
An application provider, 'SecureData Solutions', wants to implement an in-app share within their Snowflake Native App. They intend to share a specific, filtered subset of a provider-owned table with consumers to enhance app functionality without exposing the entire dataset. Which of the following steps are REQUIRED to properly configure and utilize this in-app share?
A. Create a secure view on the provider-owned table with the desired filters, create a database role in the provider account, grant SELECT privilege on the secure view to this database role, create a share, and grant usage to the role. Lastly, grant OWNERSHIP on the SHARE to the application role.
B. Create a database role in the provider account, grant SELECT privilege on the base table to the role, then create a SHARE and add the role to the SHARE as a privileged principal.
C. Create a share in the provider account, grant usage on the database and schema containing the table to the share, and then grant SELECT privilege on the filtered view of the table directly to the share.
D. Create a database role in the provider account, grant SELECT privilege on the filtered view of the table to this database role, and then create a share and grant usage to this role.
E. Create a secure view on the provider-owned table with the desired filters, create a share in the provider account, grant usage on the database and schema containing the secure view to the share, and then grant SELECT privilege on the secure view directly to the share. Lastly, grant OWNERSHIP on the SHARE to the application role.
Question 5
Which of the following statements regarding warehouse sizing and configuration for a Snowflake Native Application are true?
A. The 'MAX CONCURRENCY LEVEL' parameter helps manage the number of queries that can be executed concurrently on the warehouse.
B. A larger warehouse size always guarantees faster query execution, regardless of the query's characteristics.
C. The 'AUTO SUSPEND' parameter controls how long a warehouse remains active after executing queries, impacting cost.
D. The parameter determines if the warehouse is used for data loading vs query processing.
E. Warehouse size cannot be changed after it is created.
Solutions:
| Question 1 Answer: A,B,D | Question 2 Answer: B | Question 3 Answer: C | Question 4 Answer: E | Question 5 Answer: A,C |
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