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Snowflake SnowPro Advanced Administrator Sample Questions (Q19-Q24):
NEW QUESTION # 19
What are benefits of using Snowflake organizations? (Select TWO).
- A. Administrators can simplify data movement across all accounts within the organization.
- B. User administration is simplified across all accounts within the organization.
- C. Administrators have the ability to create accounts in any available cloud provider or region.
- D. Administrators can monitor and understand usage across all accounts in the organization.
- E. Administrators can change Snowflake account editions on-demand based on need.
Answer: C,D
Explanation:
According to the Snowflake documentation1, organizations are a feature that allows linking the accounts owned by a business entity, simplifying account management and billing, replication and failover, data sharing, and other account administration tasks. Some of the benefits of using organizations are:
* Administrators can monitor and understand usage across all accounts in the organization using the ORGANIZATION_USAGE schema, which provides historical usage data for all accounts in the organization via views in a shared database named SNOWFLAKE2. This can help to optimize costs and performance across the organization.
* Administrators have the ability to create accounts in any available cloud provider or region using the CREATE ACCOUNT command, which allows specifying the cloud platform and region for the new account3. This can help to meet the business needs and compliance requirements of the organization.
Option A is incorrect because administrators cannot change Snowflake account editions on-demand based on need, but rather have to contact Snowflake Support to request an edition change4. Option C is incorrect because administrators cannot simplify data movement across all accounts within the organization, but rather have to enable account database replication for both the source and target accounts, and use the ALTER DATABASE ... ENABLE REPLICATION TO ACCOUNTS command to promote a local database to serve as the primary database and enable replication to the target accounts5. Option D is incorrect because user administration is not simplified across all accounts within the organization, but rather requires creating and managing users, roles, and privileges for each account separately, unless using a federated authentication method such as SSO or SCIM.
NEW QUESTION # 20
What is required for stages, without credentials, to limit data exfiltration after a storage integration and associated stages are created?
- A. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = true;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION FOR STAGE_OPERATION = true;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = true; - B. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = false;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION = false;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = true; - C. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = false;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION = false;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = false; - D. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = true;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION = true;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = false;
Answer: A
Explanation:
Explanation
According to the Snowflake documentation1, stages without credentials are a way to create external stages that use storage integrations to access data files in cloud storage without providing any credentials to Snowflake.
Storage integrations are objects that define a trust relationship between Snowflake and a cloud provider, allowing Snowflake to authenticate and authorize access to the cloud storage. To limit data exfiltration after a storage integration and associated stages are created, the following account-level parameters can be set:
*REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION: This parameter enforces that all external stages must be created using a storage integration. This prevents users from creating external stages with inline credentials or URLs that point to unauthorized locations.
*REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION: This parameter enforces that all operations on external stages, such as PUT, GET, COPY, and LIST, must use a storage integration. This prevents users from performing operations on external stages with inline credentials or URLs that point to unauthorized locations.
*PREVENT_UNLOAD_TO_INLINE_URL: This parameter prevents users from unloading data from Snowflake tables to inline URLs that do not use a storage integration. This prevents users from exporting data to unauthorized locations.
Therefore, the correct answer is option D, which sets all these parameters to true. Option A is incorrect because it sets PREVENT_UNLOAD_TO_INLINE_URL to false, which allows users to unload data to inline URLs that do not use a storage integration. Option B is incorrect because it sets both REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION and REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION to false, which allows users to create and operate on external stages without using a storage integration. Option C is incorrect because it sets all the parameters to false, which does not enforce any restrictions on data exfiltration.
NEW QUESTION # 21
An Administrator is evaluating a complex query using the EXPLAIN command. The Globalstats operation indicates 500 partitionsAssigned.
The Administrator then runs the query to completion and opens the Query Profile. They notice that the partitions scanned value is 429.
Why might the actual partitions scanned be lower than the estimate from the EXPLAIN output?
- A. Runtime optimizations such as join pruning can reduce the number of partitions and bytes scanned during query execution.
- B. The EXPLAIN results always include a 10-15% safety factor in order to provide conservative estimates.
- C. The GlobalStats partition assignment includes the micro-partitions that will be assigned for preservation of the query results.
- D. In-flight data compression will result in fewer micro-partitions being scanned at the virtual warehouse layer than were identified at the storage layer.
Answer: A
Explanation:
Explanation
The EXPLAIN command returns the logical execution plan for a query, which shows the upper bound estimates for the number of partitions and bytes that might be scanned by the query1. However, these estimates do not account for the runtime optimizations that Snowflake performs to improve the query performance and reduce the resource consumption2. One of these optimizations is join pruning, which eliminates unnecessary partitions from the join inputs based on the join predicates2. This can result in fewer partitions and bytes scanned than the estimates from the EXPLAIN output3. Therefore, the actual partitions scanned value in the Query Profile can be lower than the partitionsAssigned value in the EXPLAIN output4.
NEW QUESTION # 22
A resource monitor named MONTHLY_FINANCE_LIMIT has been created and applied to two virtual warehouses (fin_wh1 and fin_wh2) using the following SQL:
Given that the combined total of credits consumed by fin_wh1 and fin_wh2 (including cloud services) has reached 800 credits and both warehouses are suspended, what should the ACCOUNTADMIN execute to allow both warehouses to be resumed? (Select TWO).
- A. ALTER WAREHOUSE fin_wh2 UNSET RESOURCE_MONITOR MONTHLY_FINANCE_LIMIT;
- B. ALTER RESOURCE MONITOR MONTHLY_FINANCE_LIMIT SET CREDIT_QUOTA = 1500;
- C. ALTER WAREHOUSE fin_wh1 UNSET RESOURCE_MONITORS;
- D. ALTER WAREHOUSE fin_wh2 RESUME;
- E. ALTER WAREHOUSE fin_wh1 RESUME;
- F. ALTER WAREHOUSE fin_wh1 UNSET RESOURCE_MONITOR MONTHLY_FINANCE_LIMIT;
- G. ALTER RESOURCE MONITOR MONTHLY_FINANCE_LIMIT RESET;
Answer: B,G
Explanation:
❗ Scenario:
Resource Monitor MONTHLY_FINANCE_LIMIT has a credit quota of 1000.
800 credits have been used and warehouses are already suspended.
According to monitor configuration:
At 80%, warehouses are suspended.
At 100%, warehouses would be suspended immediately.
Warehouses cannot resume until the monitor is reset or the quota is increased.
✅ E. SET CREDIT_QUOTA = 1500
Increases the monthly credit limit to 1500.
Since current usage is 800 < 1500, this puts usage below 80%.
This allows resumption of warehouses.
✅ F. RESET
sql
CopyEdit
ALTER RESOURCE MONITOR MONTHLY_FINANCE_LIMIT RESET;
Resets usage to zero for the current period.
Allows warehouses to resume immediately - same effect as a fresh cycle.
❌ Why Other Options Are Incorrect:
A . / B. ALTER WAREHOUSE ... RESUME
Won't work while the resource monitor is actively suspending the warehouses due to limits.
C . / D. UNSET RESOURCE_MONITOR
You can't remove a resource monitor from a warehouse while it is currently suspended by that same monitor.
You must first reset or adjust the monitor.
G . UNSET RESOURCE_MONITORS
Invalid syntax - there's no RESOURCE_MONITORS plural keyword.
SnowPro Administrator Reference:
Resource Monitors Overview
ALTER RESOURCE MONITOR
Best Practices for Controlling Warehouse Credit Usage
NEW QUESTION # 23
For Snowflake network policies, what will occur when the account_level and user_level network policies are both defined?
- A. The account_level policy will override the user_level policy.
- B. A network policy error will be generated with no definitions provided.
- C. The user_level network policies will not be supported.
- D. The user_level policy will override the account_level policy.
Answer: D
Explanation:
Explanation
According to the Network Policies documentation, a network policy can be applied to an account, a security integration, or a user. If there are network policies applied to more than one of these, the most specific network policy overrides more general network policies. The following summarizes the order of precedence:
*Account: Network policies applied to an account are the most general network policies. They are overridden by network policies applied to a security integration or user.
*Security Integration: Network policies applied to a security integration override network policies applied to the account, but are overridden by a network policy applied to a user.
*User: Network policies applied to a user are the most specific network policies. They override both accounts and security integrations.
Therefore, if both the account_level and user_level network policies are defined, the user_level policy will take effect and the account_level policy will be ignored. The other options are incorrect because:
*The account_level policy will not override the user_level policy, as explained above.
*The user_level network policies will be supported, as they are part of the network policyfeature.
*A network policy error will not be generated, as there is no conflict between the account_level and user_level network policies.
NEW QUESTION # 24
......
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