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| Section | Objectives |
|---|
| Topic 1: Snowflake Architecture and Virtual Warehouses | - Snowflake architecture concepts
- 1. Separation of storage and compute
- 2. Virtual warehouse usage and scaling
|
| Topic 2: Performance and Monitoring | - Performance tuning and optimization
- 1. Warehouse sizing and scaling strategies
- 2. Query performance analysis
|
| Topic 3: Data Loading and Unloading | - Bulk and continuous data ingestion
- 1. Stages and file formats
- 2. COPY INTO operations
|
| Topic 4: Security and Access Control | - Authentication and authorization
- 1. Role-based access control (RBAC)
- 2. Network policies and secure access
|
| Topic 5: Data Protection and Recovery | - Backup and recovery mechanisms
- 1. Time Travel and Fail-safe concepts
- 2. Cloning and data recovery strategies
|
| Topic 6: Account and Resource Administration | - Account configuration and management
- 1. Resource monitors and governance basics
- 2. Users, roles, and permissions
|
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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q61-Q66):
NEW QUESTION # 61
A Snowflake customer is experiencing higher costs than anticipated while migrating their data warehouse workloads from on-premises to Snowflake. The migration workloads have been deployed on a single warehouse and are characterized by a large number of small INSERTS rather than bulk loading of large extracts. That single warehouse has been configured as a single cluster, 2XL because there are many parallel INSERTS that are scheduled during nightly loads.
How can the Administrator reduce the costs, while minimizing the overall load times, for migrating data warehouse history?
- A. There should be another 2XL warehouse deployed to handle a portion of the load queries.
- B. The 2XL warehouse should be changed to 4XL to increase the number of threads available for parallel load queries.
- C. The INSERTS should be converted to several tables to avoid contention on large tables that slows down query processing.
- D. The warehouse should be kept as a SMALL or XSMALL and configured as a multi-cluster warehouse to handle the parallel load queries.
Answer: D
Explanation:
For many small, parallel INSERTS, using a multi-cluster warehouse with smaller size (SMALL or XSMALL) allows more concurrent queries to run efficiently and reduces costs compared to a single large warehouse. This configuration improves concurrency without unnecessary compute expense.
NEW QUESTION # 62
Which tasks can be performed by the ORGADMIN role? (Choose three.)
- A. Create one or more accounts in the organization.
- B. View usage information for all accounts in the organization.
- C. View a list of all regions enabled for the organization.
- D. Create a reader account to share data with another organization.
- E. Create secure views on application tables within the organization.
- F. Perform zero-copy cloning on account data.
Answer: A,B,C
Explanation:
The ORGADMIN role can create accounts in the organization, view all enabled regions, and access usage information across all organization accounts. Creating secure views and zero-copy cloning are not ORGADMIN tasks. Reader accounts can be created, but only for sharing within the same organization, not with another organization.
NEW QUESTION # 63
An Administrator loads data into a staging table every day. Once loaded, users from several different departments perform transformations on the data and load it into different production tables.
How should the staging table be created and used to MINIMIZE storage costs and MAXIMIZE performance?
- A. Create it as a transient table with a retention time of 0 days.
- B. Create it as a permanent table with a retention time of 0 days.
- C. Create it as a temporary table with a retention time of 0 days.
- D. Create it as an external table, which will not incur Time Travel costs.
Answer: A
Explanation:
A transient table is best suited for staging because it avoids long-term storage costs by not maintaining Fail-safe and can have Time Travel retention set to 0 days. This minimizes storage costs while still providing performance comparable to permanent tables, making it the optimal choice for daily staging data.
NEW QUESTION # 64
A company enabled replication between accounts and is ready to replicate data across regions in the same cloud service provider.
The primary database object is : PROD_AWS_EAST. Location : AWS_EAST
The secondary database object is : PROD_AWS_WEST. Location : AWS_WEST
What command and account location is needed to refresh the data?
- A. Location : AWS_EAST
Command : ALTER DATABASE PROD_AWS_WEST REFRESH; - B. Location : AWS_EAST
Command : REFRESH DATABASE PROD_AWS_WEST REFRESH; - C. Location : AWS_WEST
Command : ALTER DATABASE PROD_AWS_WEST REFRESH; - D. Location : AWS_WEST
Command : REFRESH DATABASE PROD_AWS_WEST REFRESH;
Answer: C
Explanation:
To update a secondary database with changes from its primary, the ALTER DATABASE <secondary_db> REFRESH; command must be executed in the secondary account/region. In this case, that means running the command on PROD_AWS_WEST in AWS_WEST.
NEW QUESTION # 65
MY_TABLE is a table that has not been updated or modified for several days. On 01 January 2021 at 07:01, a user executed a query to update this table. The query ID is '8e5d0ca9-005e-44e6-b858-a8f5b37c5726'. It is now 07:30 on the same day.
Which queries will allow the user to view the historical data that was in the table before this query was executed? (Choose three.)
- A. SELECT * FROM TIME_TRAVEL('MY_TABLE', 2021-01-01 07:00:00);
- B. SELECT * FROM my_table AT(OFFSET => -60*30);
- C. SELECT * FROM my_table WITH TIME TRAVEL(OFFSET => -60*30);
- D. SELECT * FROM my_table PRIOR TO STATEMENT '8e5d0ca9-005e-44e6-b858-a8f5b37c5726';
- E. SELECT * FROM my_table AT(TIMESTAMP => '2021-01-01 07:00:00'::timestamp);
- F. SELECT * FROM my_table BEFORE(STATEMENT => '8e5d0ca9-005e-44e6-b858-a8f5b37c5726');
Answer: B,E,F
Explanation:
Use Time Travel to view past table versions: (B) selects the table "as of" 07:00 via AT(TIMESTAMP => ...); (E) selects "as of" 30 minutes earlier via AT(OFFSET => -60*30); (F) selects the state before the specified statement via BEFORE(STATEMENT => '<query_id>').
NEW QUESTION # 66
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