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| Section | Weight | Objectives |
|---|
| Account and Security Administration | 30% | - Access control and security
- 1. Authentication and network policies
- 2. Role-based access control (RBAC) design
- 3. User and privilege management
- 4. Data security and masking policies
- Account configuration and management
- 1. Organization and account structures
- 2. Edition and feature configuration
- 3. Cost management and billing
|
| Business Continuity and Disaster Recovery | 15% | - Data protection and replication
- 1. Time travel and fail-safe configuration
- 2. Database cloning and backup strategies
- 3. Cross-region and cross-cloud replication
- Disaster recovery planning
- 1. Recovery time and point objectives
- 2. Failover and failback procedures
|
| Resource Management and Optimization | 25% | - Database and object management
- 1. Storage management and clustering
- 2. Data retention and time travel
- 3. Schema design and object lifecycle
- Virtual warehouse administration
- 1. Workload management and resource monitoring
- 2. Warehouse sizing, scaling and suspension
- 3. Cost optimization strategies
|
| Data Sharing and Marketplace | 10% | - Secure data sharing
- 1. Secure views and data consumption
- 2. Shares, readers and data providers
- Snowflake Marketplace
- 1. Listing and consuming data products
- 2. Marketplace administration and governance
|
| Performance Monitoring and Tuning | 20% | - System monitoring and troubleshooting
- 1. Error logging and troubleshooting techniques
- 2. Account and warehouse usage metrics
- 3. Workload isolation and concurrency control
- Query performance analysis
- 1. Indexing and clustering keys optimization
- 2. Materialized views and search optimization
- 3. Query profiling and execution plans
|
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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q52-Q57):
NEW QUESTION # 52
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. The 2XL warehouse should be changed to 4XL to increase the number of threads available for parallel load queries.
- B. The INSERTS should be converted to several tables to avoid contention on large tables that slows down query processing.
- C. The warehouse should be kept as a SMALL or XSMALL and configured as a multi-cluster warehouse to handle the parallel load queries.
- D. There should be another 2XL warehouse deployed to handle a portion of the load queries.
Answer: C
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 # 53
A Snowflake Administrator has a multi-cluster virtual warehouse and is using the Snowflake Business-Critical edition. The minimum number of clusters is set to 2 and the maximum number of clusters is set to 10. This configuration works well for the standard workload, rarely exceeding 5 running clusters. However, once a month the Administrator notes that there are a few complex long-running queries that are causing increased queue time and the warehouse reaches its maximum limit at 10 clusters.
Which solutions will address the issues happening once a month? (Choose two.)
- A. Increase the multi-cluster maximum to 20 or more clusters.
- B. Use a task to increase the cluster size for the time period that the more complex queries are running and another task to reduce the size of the cluster once the complex queries complete.
- C. Have the group running the complex monthly queries use a separate appropriately-sized warehouse to support their workload.
- D. Examine the complex queries and determine if they can be made more efficient using clustering keys or materialized views.
- E. Increase the minimum number of clusters started in the multi-cluster configuration to 5.
Answer: C,D
Explanation:
The best way to handle the once-a-month complex workload is to use a separate, appropriately-sized warehouse dedicated to that workload and to optimize the complex queries with techniques like clustering keys or materialized views. These approaches resolve queueing and performance issues without overspending on always running more clusters.
NEW QUESTION # 54
What roles or security privileges will allow a consumer account to request and get data from the Data Exchange? (Choose two.)
- A. IMPORT PRIVILEGES and SHARED DATABASE
- B. SYSADMIN
- C. ACCOUNTADMIN
- D. IMPORT SHARE and CREATE DATABASE
- E. SECURITYADMIN
Answer: C,D
Explanation:
ACCOUNTADMIN role is required to access and manage Data Exchange listings and shares.
The IMPORT SHARE and CREATE DATABASE privileges are required to create databases from shared data.
NEW QUESTION # 55
Which Snowflake objects can be managed using SCIM integration? (Choose two.)
- A. Users
- B. Stages
- C. Roles
- D. Warehouses
- E. Shares
Answer: A,C
Explanation:
SCIM integration in Snowflake is used to manage users and roles for automated provisioning and de-provisioning from external identity providers.
NEW QUESTION # 56
A Snowflake organization MYORG consists of two Snowflake accounts:
Account Name Snowflake Region Snowflake Edition
ACCOUNT1 AWS_EU_WEST_2 ENTERPRISE
ACCOUNT2 AZURE_WESTEUROPE STANDARD
The ACCOUNT1 has a database PROD_DB and the ORGADMIN role enabled.
Management wants to have the PROD_DB database replicated to ACCOUNT2.
Are there any necessary configuration steps in ACCOUNT1 before the database replication can be configured and initiated in ACCOUNT2?
- A. No configuration steps are necessary in ACCOUNT1. Replicating databases across accounts within the same Snowflake organization is enabled by default.
- B. USE ROLE ORGADMIN;
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT1','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT2','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
USE ROLE ACCOUNTADMIN;
ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2; - C. It is not possible to replicate a database from an Enterprise edition Snowflake account to a Standard edition Snowflake account.
- D. USE ROLE ORGADMIN;
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT1','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
USE ROLE ACCOUNTADMIN;
ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2 IGNORE EDITION CHECK;
Answer: D
Explanation:
Replication between accounts requires both accounts to have replication enabled. Since ACCOUNT1 (Enterprise) replicates to ACCOUNT2 (Standard), the edition mismatch must be explicitly overridden. The correct configuration in ACCOUNT1 is to enable account-level database replication using SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER and then issue ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2 IGNORE EDITION CHECK;. The IGNORE EDITION CHECK clause is mandatory because Snowflake editions differ between the two accounts.
NEW QUESTION # 57
......
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